As in the presentation, we will use data from the German General Social Survey - Allbus 2021 for this exercise. You should (have) download(ed) the dataset in .sav format and saved it in a folder caller data within the folder containing the materials for this workshop. Also remember that it is helpful to consult the codebook for the data set. That being sad, let’s get wrangling…
…but before we can do that, we need to load the tidyverse and haven package(s) and import the data.
library (tidyverse)
library (haven)
library(sjlabelled)
allbus_2021 <- read_sav("./data/allbus_2021ZA5280_v1-0-0.sav",
user_na = TRUE) %>%
remove_all_labels() %>%
as_tibble()
allbus_2021 %>%
glimpse()
## Rows: 5,342
## Columns: 542
## $ za_nr [3m[38;5;246m<dbl>[39m[23m 5280, 5280, 5280, 5280, 5280, 5280, 5280, 5280, 5280, 5280, 5280, 5280, 5280, 5280, 5280, 5280~
## $ doi [3m[38;5;246m<chr>[39m[23m "doi:10.4232/1.13954", "doi:10.4232/1.13954", "doi:10.4232/1.13954", "doi:10.4232/1.13954", "d~
## $ version [3m[38;5;246m<chr>[39m[23m "1.0.0 (2022-07-13)", "1.0.0 (2022-07-13)", "1.0.0 (2022-07-13)", "1.0.0 (2022-07-13)", "1.0.0~
## $ respid [3m[38;5;246m<dbl>[39m[23m 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26,~
## $ substudy [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1~
## $ mode [3m[38;5;246m<dbl>[39m[23m 4, 4, 4, 4, 4, 3, 3, 4, 3, 4, 3, 4, 4, 4, 4, 4, 4, 4, 4, 3, 3, 3, 4, 3, 4, 4, 3, 4, 3, 4, 4, 4~
## $ splt21 [3m[38;5;246m<dbl>[39m[23m 2, 1, 1, 2, 2, 2, 3, 2, 3, 2, 2, 1, 2, 2, 2, 3, 1, 3, 3, 3, 1, 2, 1, 3, 1, 2, 1, 2, 3, 2, 3, 3~
## $ eastwest [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 1, 2, 1, 2, 2, 1, 1~
## $ german [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 3, 3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1~
## $ ep01 [3m[38;5;246m<dbl>[39m[23m 3, 3, 3, 2, 3, 2, -11, 3, -11, 3, 2, 2, 3, 2, 3, -11, 2, -11, -11, -11, 3, 2, 3, -11, 4, -9, 3~
## $ ep03 [3m[38;5;246m<dbl>[39m[23m 3, 1, 1, 1, 3, 1, -11, 2, -11, 2, 4, 2, 3, 3, 3, -11, 3, -11, -11, -11, 2, 1, 3, -11, 3, -9, 2~
## $ ep04 [3m[38;5;246m<dbl>[39m[23m 3, 3, 2, 1, 3, 2, -11, 4, -11, 3, 3, 3, 3, 2, 3, -11, 3, -11, -11, -11, 4, 2, 4, -11, 4, -9, 2~
## $ ep06 [3m[38;5;246m<dbl>[39m[23m 4, 3, 3, 1, -8, 3, -11, 4, -11, 3, 3, 3, 3, 1, 2, -11, 3, -11, -11, -11, 3, 3, 3, -11, 4, -9, ~
## $ lm01 [3m[38;5;246m<dbl>[39m[23m 2.0, 5.0, 6.0, 7.0, 7.0, 5.0, 3.0, 7.0, 7.0, 7.0, 3.0, 7.0, 6.0, -9.0, 2.0, 0.5, 7.0, 6.0, 4.0~
## $ lm02 [3m[38;5;246m<dbl>[39m[23m 210, 90, 135, 60, 180, 45, 30, -9, 180, 180, 120, 450, -9, 10, 120, -9, 240, 210, 90, 90, 120,~
## $ lm19 [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1~
## $ lm20 [3m[38;5;246m<dbl>[39m[23m 2.0, 5.0, 5.0, 7.0, 7.0, 3.0, 3.0, 7.0, 7.0, 7.0, 3.0, 7.0, 5.0, 0.5, 0.5, -10.0, 7.0, 5.0, 0.~
## $ lm21 [3m[38;5;246m<dbl>[39m[23m 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1~
## $ lm22 [3m[38;5;246m<dbl>[39m[23m 0.5, -10.0, -10.0, -10.0, 3.0, -10.0, -10.0, 2.0, -10.0, -10.0, -10.0, 7.0, 1.0, -10.0, -10.0,~
## $ lm14 [3m[38;5;246m<dbl>[39m[23m 1.0, 0.5, 6.0, 6.0, 0.5, 7.0, 0.5, 0.0, 0.0, 0.5, 0.5, 7.0, 2.0, 0.0, 1.0, 0.0, 0.5, 1.0, 0.5,~
## $ xr19 [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 2, 1, -15, -15, 1, -15, 1, -15, 1, 1, 1, 1, 1, 1, 1, 1, -15, -15, -15, 1, -15, 1, 1, ~
## $ xr20 [3m[38;5;246m<dbl>[39m[23m 1, 1, 3, -10, 2, 1, 1, 1, 2, 1, 1, 3, 1, 1, 1, 2, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1,~
## $ lm27 [3m[38;5;246m<dbl>[39m[23m 1, 1, 0, -10, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0,~
## $ lm28 [3m[38;5;246m<dbl>[39m[23m 0, 1, 1, -10, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1,~
## $ lm29 [3m[38;5;246m<dbl>[39m[23m 0, 1, 0, -10, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1,~
## $ lm30 [3m[38;5;246m<dbl>[39m[23m 1, 1, 0, -10, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,~
## $ lm31 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, -10, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0,~
## $ lm32 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, -10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,~
## $ lm33 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, -10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,~
## $ lm34 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, -10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,~
## $ lm35 [3m[38;5;246m<dbl>[39m[23m 2.0, 0.0, 0.5, -10.0, 3.0, 7.0, 6.0, 0.0, 0.5, 0.0, 7.0, 7.0, 0.5, 2.0, 7.0, 0.0, 0.0, 1.0, 0.~
## $ lm36 [3m[38;5;246m<dbl>[39m[23m 1, 1, 2, 2, 2, 1, 2, 3, 2, 2, 1, 2, 2, 2, 3, 2, 2, 2, 2, 1, 2, 1, 2, 1, 4, 1, 1, 2, 2, 4, 1, 1~
## $ lm37 [3m[38;5;246m<dbl>[39m[23m 2, 2, 2, -8, 2, 3, 3, 3, 2, 3, 3, 2, 3, 3, 3, 2, 2, 2, 2, 3, 2, 3, 3, 3, 3, 2, 2, -8, 1, 4, 2,~
## $ lm38 [3m[38;5;246m<dbl>[39m[23m 2, 1, 2, 2, -8, 2, 3, 3, 3, 2, 1, 2, 2, 2, 3, 2, 1, 2, 2, 1, 2, 1, 3, 2, 4, 2, 3, -8, 2, 4, 1,~
## $ lm39 [3m[38;5;246m<dbl>[39m[23m 3, 4, 3, -8, -8, 3, 3, 3, 2, 4, 1, 3, 3, 3, 1, 3, 3, 4, 3, 4, 4, 4, 3, 4, 2, 4, 3, 3, 3, 2, 3,~
## $ la01 [3m[38;5;246m<dbl>[39m[23m 3, 4, 4, 1, 2, 2, 2, 2, 5, 2, 1, 2, 4, 1, 2, 3, 5, 3, 4, 2, 1, 1, 4, 2, 2, 1, 4, 2, 4, 2, 2, 2~
## $ id02 [3m[38;5;246m<dbl>[39m[23m 2, 4, 4, 3, 3, 4, 3, 3, 3, 3, 1, 3, 2, 3, 2, 3, 2, 4, 2, 4, 4, 4, 3, 3, 2, 3, 2, 2, 2, 3, 4, 2~
## $ id01 [3m[38;5;246m<dbl>[39m[23m 3, 3, 3, 1, 2, 3, 3, 1, 2, 3, 2, 4, 1, 4, 2, 2, 3, 3, 3, 3, 3, 4, 2, 3, 1, 2, 2, 3, 2, -8, 3, ~
## $ mi05 [3m[38;5;246m<dbl>[39m[23m 1, 2, 3, 1, 1, 1, 1, 2, 2, 1, -8, 2, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, ~
## $ mi06 [3m[38;5;246m<dbl>[39m[23m 1, 1, 2, 2, 2, 2, 1, 1, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 2, 2, 1, 1, 2~
## $ mi07 [3m[38;5;246m<dbl>[39m[23m 2, 2, 3, 2, 2, 2, 1, 3, 3, 2, 3, 2, 2, 2, 1, 2, 2, 2, 2, 2, 3, 2, 2, 2, 3, 1, 2, 2, 3, 3, 2, 2~
## $ mi08 [3m[38;5;246m<dbl>[39m[23m 1, 2, 1, 2, 2, 2, 1, 1, 2, 2, -8, 1, 2, 1, 1, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, ~
## $ mi09 [3m[38;5;246m<dbl>[39m[23m 1, 2, 1, 2, 2, 1, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 2, 2, 2, 2, 1, 1, 2, 2, 1, 1, 2, 2, 2, 2, 2, 1~
## $ mi10 [3m[38;5;246m<dbl>[39m[23m 1, 2, 2, 2, 2, 1, 1, 2, 3, 2, 2, 3, 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 1, 2, 2, 2, 2, 2, 1~
## $ mi11 [3m[38;5;246m<dbl>[39m[23m 1, 2, 2, 2, 2, 1, 1, 2, 2, 2, 1, -9, 1, 1, 1, 3, 1, 2, 1, 2, 2, 1, 2, 1, 2, 1, 1, 2, 3, 2, 1, ~
## $ sex [3m[38;5;246m<dbl>[39m[23m 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 2~
## $ mborn [3m[38;5;246m<dbl>[39m[23m 10, 3, 9, 11, 2, 5, 12, 12, 6, 11, 10, 5, -9, 11, 1, 5, 5, 4, 12, 6, 12, 3, 4, 3, 9, 4, 11, 6,~
## $ yborn [3m[38;5;246m<dbl>[39m[23m 1966, 1968, 1931, 1941, 1959, 1998, 1989, 1963, 1953, 1969, 1963, 1936, 1966, 1994, 1983, 1963~
## $ age [3m[38;5;246m<dbl>[39m[23m 54, 53, 89, 79, 62, 23, 31, 57, 68, 51, 57, 85, 55, 26, 38, 58, 54, 45, 49, 26, 83, 48, 48, 73~
## $ agec [3m[38;5;246m<dbl>[39m[23m 3, 3, 5, 5, 4, 1, 2, 3, 4, 3, 3, 5, 3, 1, 2, 3, 3, 3, 3, 1, 5, 3, 3, 4, 4, 1, 3, 3, 3, 4, 3, 3~
## $ dn07 [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, -9, 1, -9, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1,~
## $ dm02 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, 2019, -10, -10, -10, 2009, -10, -10, -10, -1~
## $ dm02c [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, 8, -10, -10, -10, 7, -10, -10, -10, -10, -10~
## $ dm03 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, 2, -10, -10, -10, 12, -10, -10, -10, -10, -1~
## $ dg10 [3m[38;5;246m<dbl>[39m[23m 1, 8, 7, 17, 8, 2, 8, 12, 17, 7, 95, 17, 15, 95, 95, 8, 9, 7, 11, 6, 1, 2, 17, 17, 12, 1, 3, 1~
## $ dg03 [3m[38;5;246m<dbl>[39m[23m 4, 4, 4, 1, 4, 4, 4, 2, 1, 4, -32, 1, 1, -32, -32, 4, 4, 4, 4, 4, 4, 4, 1, 1, 1, 4, 3, 2, 1, 1~
## $ dm06 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, 200, -10, -10, 151, 163, -10, -10, -10, -10,~
## $ dn01 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 200, 0, 0, 151, 163, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ dn02 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ dn04 [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1~
## $ dn05 [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, -10, 1, 1, -10, -10, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1~
## $ ma01b [3m[38;5;246m<dbl>[39m[23m -11, 4, 2, -11, -11, -11, 2, -11, 6, -11, -11, 7, -11, -11, -11, 5, 5, 5, 5, 5, 7, -11, -9, 4,~
## $ ma02 [3m[38;5;246m<dbl>[39m[23m -11, 2, 6, -11, -11, -11, 2, -11, 4, -11, -11, 4, -11, -11, -11, 4, 1, 1, 1, 1, 3, -11, -9, 1,~
## $ ma03 [3m[38;5;246m<dbl>[39m[23m -11, 1, 7, -11, -11, -11, 1, -11, 3, -11, -11, 4, -11, -11, -11, 4, 3, 1, 1, 1, 2, -11, -9, 3,~
## $ ma04 [3m[38;5;246m<dbl>[39m[23m -11, 1, 1, -11, -11, -11, 1, -11, 2, -11, -11, 1, -11, -11, -11, 2, 1, 1, 1, 1, 1, -11, -9, 1,~
## $ mc01 [3m[38;5;246m<dbl>[39m[23m -11, 2, 2, -11, -11, -11, 1, -11, 2, -11, -11, 2, -11, -11, -11, 1, 2, 2, 1, 2, 2, -11, -9, 2,~
## $ mc02 [3m[38;5;246m<dbl>[39m[23m -11, 1, -9, -11, -11, -11, 1, -11, 2, -11, -11, 2, -11, -11, -11, 1, 1, 1, 1, 1, 2, -11, -9, 2~
## $ mc03 [3m[38;5;246m<dbl>[39m[23m -11, 2, 2, -11, -11, -11, 1, -11, 2, -11, -11, 2, -11, -11, -11, 1, 1, 1, 1, 1, 1, -11, -9, 2,~
## $ mc04 [3m[38;5;246m<dbl>[39m[23m -11, 1, 2, -11, -11, -11, 1, -11, 2, -11, -11, -9, -11, -11, -11, 1, 1, 1, 1, 1, 1, -11, 1, 1,~
## $ pn11 [3m[38;5;246m<dbl>[39m[23m -11, 3, 2, -11, -11, -11, 3, -11, 2, -11, -11, 1, -11, -11, -11, 3, 3, 4, 2, 2, 2, -11, 3, 1, ~
## $ fr07 [3m[38;5;246m<dbl>[39m[23m 2, -11, -11, 1, 2, 3, 1, 1, 1, 4, 3, -11, 2, 4, 2, 2, -11, 1, 3, 2, -11, 4, -11, 1, -11, 1, -1~
## $ fr08 [3m[38;5;246m<dbl>[39m[23m 3, -11, -11, 2, 1, 2, 2, 1, 2, 4, 1, -11, 2, 4, 1, 4, -11, 2, 3, 3, -11, 3, -11, 1, -11, 2, -1~
## $ fr03b [3m[38;5;246m<dbl>[39m[23m 2, -11, -11, 3, 2, 3, 4, 3, 4, 3, 2, -11, 3, 1, 3, 2, -11, 4, 3, 3, -11, 3, -11, 4, -11, 4, -1~
## $ fr04b [3m[38;5;246m<dbl>[39m[23m 3, -11, -11, -8, 3, 4, 4, 4, 2, 3, 2, -11, 3, 1, 4, 3, -11, 4, 3, 3, -11, 3, -11, 4, -11, 4, -~
## $ fr05b [3m[38;5;246m<dbl>[39m[23m 2, -11, -11, 1, 2, 3, 2, 2, 2, 1, 4, -11, 2, 4, 1, 2, -11, 2, 2, 2, -11, 3, -11, 1, -11, 2, -1~
## $ fr09 [3m[38;5;246m<dbl>[39m[23m 3, -11, -11, 3, 3, 2, 2, 2, 3, 3, 2, -11, 3, 4, 3, 3, -11, 4, 2, 2, -11, 2, -11, 4, -11, 4, -1~
## $ fr10 [3m[38;5;246m<dbl>[39m[23m 4, -11, -11, 4, 4, 3, 4, 4, 4, 4, 2, -11, 3, 4, 4, 4, -11, 4, 4, 2, -11, 3, -11, 4, -11, 4, -1~
## $ fr11 [3m[38;5;246m<dbl>[39m[23m 2, -11, -11, 1, 1, 2, 3, 2, 1, 4, 2, -11, 2, 1, 2, 2, -11, 2, 1, 3, -11, 4, -11, 1, -11, 1, -1~
## $ fr12 [3m[38;5;246m<dbl>[39m[23m 1, -11, -11, 1, 2, 1, 1, 1, 1, 1, 3, -11, 2, 4, 1, 1, -11, 1, 1, 3, -11, 1, -11, 1, -11, 1, -1~
## $ fe13 [3m[38;5;246m<dbl>[39m[23m 5, -11, -11, 3, 4, 4, 4, 4, -9, 5, 2, -11, 2, 1, 5, 4, -11, 5, 3, 4, -11, -8, -11, 5, -11, 5, ~
## $ fe14 [3m[38;5;246m<dbl>[39m[23m 3, -11, -11, 5, 3, 5, 5, 3, -9, 3, 5, -11, 5, 5, 4, 5, -11, 4, 4, 5, -11, -8, -11, 4, -11, 4, ~
## $ fe15 [3m[38;5;246m<dbl>[39m[23m 1, -11, -11, 2, 1, 1, 1, 2, 1, 1, 4, -11, 1, 4, 1, 1, -11, 1, 1, 1, -11, 1, -11, 1, -11, 1, -1~
## $ fe16 [3m[38;5;246m<dbl>[39m[23m 4, -11, -11, 4, 5, 2, 3, 5, -9, 4, 1, -11, 4, 2, 3, 3, -11, 3, 5, 3, -11, -8, -11, 3, -11, 3, ~
## $ fe17 [3m[38;5;246m<dbl>[39m[23m 2, -11, -11, 1, 2, 3, 2, 1, -9, 2, 3, -11, 3, 3, 2, 2, -11, 2, 2, 2, -11, 2, -11, 2, -11, 2, -~
## $ ja01 [3m[38;5;246m<dbl>[39m[23m 7, -11, -11, 7, 7, 5, 5, 7, 7, -9, 4, -11, 6, 5, 7, 6, -11, 5, 7, 7, -11, 3, -11, 7, -11, 4, -~
## $ ja02 [3m[38;5;246m<dbl>[39m[23m 5, -11, -11, 5, 4, 7, 5, 5, 5, 2, 5, -11, 7, 5, 6, 4, -11, 5, 6, 3, -11, 4, -11, 3, -11, 5, -1~
## $ ja03 [3m[38;5;246m<dbl>[39m[23m 3, -11, -11, 5, 5, 7, 6, 6, 5, 2, 5, -11, 5, 6, 6, 5, -11, 5, 6, 5, -11, 2, -11, 1, -11, 5, -1~
## $ ja04 [3m[38;5;246m<dbl>[39m[23m 2, -11, -11, 7, 5, 7, 6, 4, 6, 3, 7, -11, 4, 5, 7, 7, -11, 5, 6, 4, -11, 5, -11, 5, -11, 6, -1~
## $ ja05 [3m[38;5;246m<dbl>[39m[23m 6, -11, -11, 3, 5, 5, 5, 5, 3, 7, 5, -11, 5, 5, 7, 4, -11, 5, 7, 6, -11, 4, -11, 4, -11, 6, -1~
## $ ja06 [3m[38;5;246m<dbl>[39m[23m 6, -11, -11, 6, 6, 6, 7, 6, 6, 7, 4, -11, 6, 7, 7, 6, -11, 5, 7, 7, -11, 7, -11, 5, -11, 7, -1~
## $ ja07 [3m[38;5;246m<dbl>[39m[23m 5, -11, -11, 2, 6, 5, 4, 7, 7, 6, 4, -11, 6, 7, 7, 6, -11, 4, 7, 6, -11, 6, -11, 7, -11, 6, -1~
## $ ja08 [3m[38;5;246m<dbl>[39m[23m 2, -11, -11, 6, 4, 6, 5, 5, 7, 4, 4, -11, 6, 6, 6, 5, -11, 5, 6, 5, -11, 6, -11, 7, -11, 4, -1~
## $ ja09 [3m[38;5;246m<dbl>[39m[23m 5, -11, -11, 5, 5, 5, 4, 5, 6, 2, 4, -11, 6, 6, 5, 3, -11, 5, 3, 5, -11, 6, -11, 7, -11, 1, -1~
## $ ja10 [3m[38;5;246m<dbl>[39m[23m 5, -11, -11, 5, 4, 2, 5, 5, 5, 7, 6, -11, 6, 6, 6, 4, -11, 5, 4, 5, -11, 4, -11, 5, -11, 4, -1~
## $ ja11 [3m[38;5;246m<dbl>[39m[23m 5, -11, -11, 7, 3, 4, 4, 5, 6, 6, 7, -11, 6, 6, 7, 4, -11, 6, 4, 6, -11, 5, -11, 7, -11, 6, -1~
## $ lp03 [3m[38;5;246m<dbl>[39m[23m 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, -8, 2, 2, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, -8, 1, 1, 2,~
## $ lp04 [3m[38;5;246m<dbl>[39m[23m 2, 2, 1, -8, -8, 2, 2, 2, 1, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 1, -8, 1, 2, 2~
## $ lp05 [3m[38;5;246m<dbl>[39m[23m 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, -8, 2, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 2, ~
## $ lp06 [3m[38;5;246m<dbl>[39m[23m 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1~
## $ vm08 [3m[38;5;246m<dbl>[39m[23m 2, 2, 2, 1, 1, 1, 1, 2, 1, 1, -8, 1, 1, 3, 1, 3, 2, 2, 1, 1, 2, 3, 1, 2, 2, 1, 2, 1, 1, 2, 1, ~
## $ vm09 [3m[38;5;246m<dbl>[39m[23m 3, 3, 3, 2, 2, 2, 1, 1, 2, 2, -8, 2, 2, 3, 1, 3, 3, 2, 2, 1, 2, 3, 2, 2, 2, 2, 2, 2, 2, 2, 1, ~
## $ vm10 [3m[38;5;246m<dbl>[39m[23m 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, -8, 1, -42, 3, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1~
## $ vm11 [3m[38;5;246m<dbl>[39m[23m 3, 3, 3, -8, 3, 3, 1, 3, 3, 2, -8, 2, 3, 3, 2, 3, 3, 2, 3, 1, 2, 3, 2, 3, 2, 2, 2, 2, 3, 3, 1,~
## $ vm12 [3m[38;5;246m<dbl>[39m[23m 3, 3, 3, -8, 3, 2, 1, 2, 2, 2, -8, 2, 3, 3, 1, 3, 3, 2, 2, 1, 2, 3, 2, 2, 3, 2, 2, 2, 2, 2, 1,~
## $ vm13 [3m[38;5;246m<dbl>[39m[23m 2, 1, 2, -8, 3, 1, 1, 1, 2, 2, -8, 3, 2, 3, 1, 3, 3, 2, 2, 1, 2, 3, 2, 2, 2, 2, 2, 2, 3, 2, 1,~
## $ vm14 [3m[38;5;246m<dbl>[39m[23m 3, 3, 3, 2, -8, 2, 1, 1, 2, 2, -8, 3, 2, 3, 1, 3, 3, 2, 2, 1, 2, 3, 2, 2, 2, 2, 3, 2, 3, 2, 1,~
## $ vm15 [3m[38;5;246m<dbl>[39m[23m 2, 3, 3, 2, 3, 2, 1, 1, 2, 2, -8, 3, 2, 3, 1, 3, 3, 2, 2, 1, 2, 3, 2, 3, 2, 2, 2, 2, 2, 2, 1, ~
## $ st01 [3m[38;5;246m<dbl>[39m[23m 3, 1, 3, 3, 3, 2, 3, 3, 3, 1, 2, 3, 1, 3, 3, 3, 2, 3, 2, 1, 2, 3, 2, 3, 2, 1, 2, 3, 2, 3, 3, 3~
## $ pt01 [3m[38;5;246m<dbl>[39m[23m 7, 4, 3, 5, 5, 4, -11, 3, -11, 6, 5, 7, 5, 6, 2, -11, 4, -11, -11, -11, 3, 5, 5, -11, 3, 5, 4,~
## $ pt02 [3m[38;5;246m<dbl>[39m[23m 7, 7, 4, 4, 5, 7, -11, 3, -11, 6, 7, 7, 6, 6, 6, -11, 6, -11, -11, -11, 7, 6, 4, -11, 2, 7, 3,~
## $ pt03 [3m[38;5;246m<dbl>[39m[23m 4, 4, 5, 3, 4, 5, -11, 3, -11, 2, 7, 6, 4, 6, 5, -11, 5, -11, -11, -11, 3, 6, 4, -11, 1, 4, 3,~
## $ pt04 [3m[38;5;246m<dbl>[39m[23m 2, 4, 6, 4, 5, 3, -11, 3, -11, -9, 5, 5, 5, 6, 5, -11, 6, -11, -11, -11, 4, 5, 4, -11, 5, 4, 4~
## $ pt06 [3m[38;5;246m<dbl>[39m[23m 3, 2, 1, 1, 3, 2, -11, 1, -11, 1, 5, 1, 3, 1, 1, -11, 2, -11, -11, -11, 1, 2, 2, -11, 3, 1, 1,~
## $ pt07 [3m[38;5;246m<dbl>[39m[23m 7, 5, 3, 2, 5, 2, -11, 2, -11, 3, 5, 1, 3, 1, 1, -11, 3, -11, -11, -11, 1, 5, 2, -11, 3, 1, 1,~
## $ pt08 [3m[38;5;246m<dbl>[39m[23m 4, 5, 6, 5, 4, 5, -11, 3, -11, 3, 7, 5, 6, 6, 5, -11, 5, -11, -11, -11, 6, 6, 4, -11, 2, 6, 3,~
## $ pt09 [3m[38;5;246m<dbl>[39m[23m 2, 5, 4, 4, 5, 3, -11, 3, -11, 4, 3, 5, 5, 2, 2, -11, 4, -11, -11, -11, 4, 4, 3, -11, 2, 4, 3,~
## $ pt10 [3m[38;5;246m<dbl>[39m[23m 4, 5, 4, -9, 6, 4, -11, 3, -11, 4, 3, 5, 5, 2, 3, -11, 4, -11, -11, -11, 5, 7, 3, -11, 2, 4, 3~
## $ pt11 [3m[38;5;246m<dbl>[39m[23m 7, 5, 4, 5, 6, 5, -11, 4, -11, 6, 6, 6, 6, 2, 6, -11, 5, -11, -11, -11, 5, 7, 5, -11, 3, 6, 4,~
## $ pt12 [3m[38;5;246m<dbl>[39m[23m 6, 6, 5, 3, 4, 5, -11, 4, -11, 2, 5, 6, 5, 5, 4, -11, 3, -11, -11, -11, 3, 6, 3, -11, 1, 4, 4,~
## $ pt14 [3m[38;5;246m<dbl>[39m[23m 3, 5, 6, 2, 5, 6, -11, 4, -11, 4, 6, 5, 6, 6, 2, -11, 5, -11, -11, -11, 6, 5, 4, -11, 4, 5, 5,~
## $ pt15 [3m[38;5;246m<dbl>[39m[23m 3, 4, 4, 2, 3, 3, -11, 2, -11, 1, 4, 4, 4, 2, 3, -11, 2, -11, -11, -11, 2, 5, 2, -11, 2, 4, 2,~
## $ pt19 [3m[38;5;246m<dbl>[39m[23m 5, 5, 4, 5, 5, 3, -11, 2, -11, 1, 5, 5, 5, 2, 3, -11, 1, -11, -11, -11, 2, 5, 3, -11, 1, 5, 2,~
## $ pt20 [3m[38;5;246m<dbl>[39m[23m 5, 6, 4, 4, 5, 3, -11, 2, -11, 1, 5, 5, 5, 2, 3, -11, 1, -11, -11, -11, 2, 5, 3, -11, 1, 5, 2,~
## $ ca24 [3m[38;5;246m<dbl>[39m[23m 3, 2, 3, 2, 2, 2, 3, 2, 2, 2, -8, 3, 2, 2, 3, 2, 2, 3, 3, 2, 3, 3, 2, 2, 2, 3, 2, 2, 2, 3, 2, ~
## $ cf03 [3m[38;5;246m<dbl>[39m[23m 3, 3, 1, 2, 1, 4, 4, 2, 3, 1, -8, 1, 2, 4, -8, 1, 1, 3, 3, 3, 1, 3, 1, 1, 1, 4, 2, -8, 1, 1, 4~
## $ im01 [3m[38;5;246m<dbl>[39m[23m 2, -11, -11, 2, 2, 1, 2, 2, 2, 2, 1, -11, 2, 1, 2, 2, -11, 2, 1, 2, -11, 2, -11, 2, -11, 2, -1~
## $ im17 [3m[38;5;246m<dbl>[39m[23m 2, 4, 3, 2, 2, 3, 2, 3, 2, 2, 2, -9, 2, 4, 1, 4, 2, 3, 2, 3, 3, 3, 3, 2, 1, 1, 3, 1, 1, 2, 2, ~
## $ im18 [3m[38;5;246m<dbl>[39m[23m 1, 4, 4, 3, 2, 4, 2, 2, 2, 3, 2, -9, 3, 3, 1, 4, 3, 3, 1, 3, 3, 2, 4, 3, 4, 2, 3, 2, 1, 3, 3, ~
## $ im19 [3m[38;5;246m<dbl>[39m[23m 4, 1, 2, 2, 3, 3, 3, 3, 4, 3, 2, -9, 3, 2, 4, 1, 2, 3, 2, 2, 2, 4, 3, 4, 1, 4, 3, 3, 2, 3, 2, ~
## $ im20 [3m[38;5;246m<dbl>[39m[23m 3, 3, 1, 3, 3, 2, 3, 3, 3, 3, 2, -9, 3, 2, 4, 3, 2, 2, 2, 3, 2, 3, 3, 3, 1, 4, 3, 3, 1, 3, 2, ~
## $ im21 [3m[38;5;246m<dbl>[39m[23m 4, 3, 1, 3, 3, 2, 3, 4, 4, 4, 3, -9, 3, 2, 4, 2, 3, 3, 3, 3, 3, 4, 4, 3, 3, 3, 3, 3, 4, 3, 1, ~
## $ iw04 [3m[38;5;246m<dbl>[39m[23m 1, 4, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 3, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 2~
## $ pd11 [3m[38;5;246m<dbl>[39m[23m 2, 1, 2, 1, 1, 1, 2, 2, 2, 1, 1, 2, 2, 1, 2, 2, 2, 1, 2, 1, 1, 2, 2, 1, 3, 2, 2, 2, 2, 3, 1, 2~
## $ pi07 [3m[38;5;246m<dbl>[39m[23m 2, -11, -11, 2, 1, 1, 2, 1, 2, 1, -8, -11, 1, 1, 2, 1, -11, -9, 2, 1, -11, 2, -11, 2, -11, 2, ~
## $ pi01 [3m[38;5;246m<dbl>[39m[23m 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1~
## $ pi02 [3m[38;5;246m<dbl>[39m[23m 3, 2, -10, 3, 3, -10, 2, 2, 2, 2, -10, 2, 2, 2, 3, 1, 3, 2, 3, -10, 1, 3, 2, 2, 1, 3, 3, 2, -1~
## $ pc01 [3m[38;5;246m<dbl>[39m[23m 3, 3, 4, 3, -8, 3, -11, 4, -11, 4, -8, 3, 3, 4, 4, -11, 3, -11, -11, -11, 4, 4, 4, -11, 4, 4, ~
## $ pc02 [3m[38;5;246m<dbl>[39m[23m 3, 2, 2, 3, 2, 3, -11, 3, -11, 4, 2, 3, -9, 2, 3, -11, 4, -11, -11, -11, 3, 3, 3, -11, 2, 3, 3~
## $ pc03 [3m[38;5;246m<dbl>[39m[23m 4, 2, 3, 4, 3, 2, -11, 4, -11, 4, 2, 3, 2, 2, 3, -11, 4, -11, -11, -11, 3, 3, 2, -11, 2, 2, 2,~
## $ pc04 [3m[38;5;246m<dbl>[39m[23m 2, 1, 2, 3, 2, 2, -11, 3, -11, 2, 2, 2, 3, 2, 1, -11, 4, -11, -11, -11, 2, 3, 2, -11, 1, 2, 2,~
## $ pc05 [3m[38;5;246m<dbl>[39m[23m 2, 2, 2, 3, 3, 3, -11, 3, -11, 3, 2, 2, 2, 2, 2, -11, 3, -11, -11, -11, 2, -9, 3, -11, 1, 3, 2~
## $ pc06 [3m[38;5;246m<dbl>[39m[23m 4, 2, 3, 4, 4, 2, -11, 4, -11, 4, 2, 3, 3, 2, 4, -11, 4, -11, -11, -11, 3, 4, 3, -11, 2, 4, 2,~
## $ pc07 [3m[38;5;246m<dbl>[39m[23m 2, 2, 2, 3, 2, 2, -11, 2, -11, 3, 2, 2, 2, 2, 3, -11, 3, -11, -11, -11, 2, 3, 3, -11, 2, 2, 2,~
## $ pc08 [3m[38;5;246m<dbl>[39m[23m 4, 2, 3, 4, 3, 3, -11, 3, -11, 3, 2, -9, 4, 2, 4, -11, 4, -11, -11, -11, 4, 3, 2, -11, 4, 2, 2~
## $ pc09 [3m[38;5;246m<dbl>[39m[23m 4, 2, 4, 4, 3, 3, -11, 2, -11, 4, 2, 3, 3, -8, 4, -11, 4, -11, -11, -11, 3, 4, 3, -11, 3, 4, 3~
## $ pc10 [3m[38;5;246m<dbl>[39m[23m 2, 2, 3, 3, 3, 3, -11, 3, -11, -9, -8, 3, 3, -8, 2, -11, 2, -11, -11, -11, 3, 2, 4, -11, 3, 2,~
## $ pc11 [3m[38;5;246m<dbl>[39m[23m 3, 2, 2, 3, 2, 3, -11, 2, -11, 2, 2, 2, 3, 1, 3, -11, 2, -11, -11, -11, 2, 2, 3, -11, 2, 2, 2,~
## $ pc17 [3m[38;5;246m<dbl>[39m[23m 2, 2, 3, 3, 2, 2, -11, 2, -11, 2, -8, 2, 3, -8, 3, -11, 2, -11, -11, -11, 2, 2, 2, -11, 2, 1, ~
## $ pc19 [3m[38;5;246m<dbl>[39m[23m 4, 2, 2, 3, 2, 2, -11, 3, -11, 2, 2, 3, 2, 3, 3, -11, 3, -11, -11, -11, 3, 3, 3, -11, 3, 2, 2,~
## $ pc20 [3m[38;5;246m<dbl>[39m[23m 2, 2, 2, 3, 3, 1, -11, 3, -11, 3, -8, 3, -8, 3, 2, -11, 3, -11, -11, -11, 4, 2, 4, -11, 3, 2, ~
## $ pa02a [3m[38;5;246m<dbl>[39m[23m 3, 1, 4, 3, 3, 1, 2, 3, 1, 2, 4, 2, 3, 3, 1, 2, 3, 1, 3, 2, 3, 2, 3, 2, 1, 2, 3, 3, 4, 3, 2, 3~
## $ va01 [3m[38;5;246m<dbl>[39m[23m 4, 2, 1, 1, 2, 1, -11, 3, -11, 2, 1, 1, 1, 1, 4, -11, 4, -11, -11, -11, 1, 3, 1, -11, 3, 4, 1,~
## $ va02 [3m[38;5;246m<dbl>[39m[23m 1, 3, 3, 2, 3, 4, -11, 2, -11, 1, 3, 2, 2, 3, 1, -11, 3, -11, -11, -11, 2, 4, 2, -11, 2, 3, 2,~
## $ va03 [3m[38;5;246m<dbl>[39m[23m 3, 4, 4, 4, 1, 3, -11, 4, -11, 4, 4, 4, 4, 4, 3, -11, 2, -11, -11, -11, 3, 1, 3, -11, 4, 2, 4,~
## $ va04 [3m[38;5;246m<dbl>[39m[23m 2, 1, 2, 3, 4, 2, -11, 1, -11, 3, 2, 3, 3, 2, 2, -11, 1, -11, -11, -11, 4, 2, 4, -11, 1, 1, 3,~
## $ ingle [3m[38;5;246m<dbl>[39m[23m 1, 2, 3, 3, 4, 3, -11, 1, -11, 2, 3, 3, 3, 3, 1, -11, 2, -11, -11, -11, 3, 3, 3, -11, 1, 2, 3,~
## $ pa01 [3m[38;5;246m<dbl>[39m[23m 4, 6, 8, 2, 3, 7, 3, 5, 3, 3, 5, 3, -9, 7, 1, 4, 3, 4, 5, 6, 5, 3, 4, 4, 8, 3, 3, -9, 6, 5, 2,~
## $ ps03 [3m[38;5;246m<dbl>[39m[23m 2, 2, 2, 2, 4, 2, -11, 3, -11, 2, 2, 3, 3, 2, 2, -11, 3, -11, -11, -11, 2, 2, 3, -11, 5, 2, 2,~
## $ ca01 [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1, 2~
## $ ca02 [3m[38;5;246m<dbl>[39m[23m 1, 1, 2, 1, 1, 3, 2, 1, 1, 1, 2, 1, 1, 4, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 1, 1, 1, 1~
## $ ca03 [3m[38;5;246m<dbl>[39m[23m 2, 1, 1, 2, 2, 3, 4, 2, 3, 3, 3, 3, 3, 1, 4, 1, 1, 4, 4, 3, 2, 1, 3, 2, 3, 4, 2, 3, 3, 3, 4, 3~
## $ ca04 [3m[38;5;246m<dbl>[39m[23m 2, 3, 4, 3, 3, 3, 4, 4, 3, 4, 3, 4, 3, 2, 4, 1, 3, 4, 4, 4, 3, 2, 3, 2, 1, 4, 4, 4, 4, 3, 4, 4~
## $ ca05 [3m[38;5;246m<dbl>[39m[23m 2, 1, 2, 3, 2, 2, 2, 3, 2, 4, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 1, 1, 2, 2, 2, 1, 2, 2, 2, 2~
## $ ca06 [3m[38;5;246m<dbl>[39m[23m 3, 2, 2, 4, 2, 3, 3, 3, 2, 3, 1, 2, 2, 2, 3, 2, 2, 3, 3, 2, 2, 3, 2, 1, 2, 3, 2, 2, 3, 3, 3, 2~
## $ ca07 [3m[38;5;246m<dbl>[39m[23m 2, 2, 1, 4, 2, 1, 3, 3, 1, 2, 1, 3, 1, 1, 2, 2, 2, 3, 3, 1, 1, 3, 1, 1, 1, 3, 1, 1, 2, 3, 2, 3~
## $ ca08 [3m[38;5;246m<dbl>[39m[23m 1, 1, 3, -42, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,~
## $ ca09 [3m[38;5;246m<dbl>[39m[23m 1, 1, 2, -42, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, 1,~
## $ ca10 [3m[38;5;246m<dbl>[39m[23m 1, 1, 3, 4, 1, 3, 2, 1, 1, 3, 1, 2, 1, 2, 3, 1, 1, 2, 3, 1, 1, 2, 2, 1, 1, 3, 2, 3, 2, 2, 1, 2~
## $ ca11 [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 3, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 3, 2, 1, 1~
## $ ca25 [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1~
## $ ca26 [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 2, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1~
## $ ca27 [3m[38;5;246m<dbl>[39m[23m 3, 4, 2, 4, 3, 3, 3, 3, 4, 3, 3, 3, 3, 4, 5, 3, 4, 3, 3, 3, 5, 3, 4, 4, 3, 3, 3, 3, 4, 3, 3, 5~
## $ ca28 [3m[38;5;246m<dbl>[39m[23m 2, 3, 1, 2, 4, 2, 2, 2, 3, 2, 3, 3, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 3, 2, 2, 2, 2, 3, 2, 2, 2, 2~
## $ ca29 [3m[38;5;246m<dbl>[39m[23m 4, 5, 4, 3, 5, 5, 3, 3, 4, 5, 4, 4, 4, 5, 3, 5, 2, 5, -42, 4, 5, 4, 4, 4, 4, 4, 4, 3, 3, 5, 5,~
## $ ca30 [3m[38;5;246m<dbl>[39m[23m 3, 5, 3, 3, 5, 3, 3, 3, 4, 3, 4, 4, 4, 3, 5, 4, 4, 5, -42, 3, 3, 4, 4, 5, 3, 3, 4, 5, 4, 3, 4,~
## $ ca15 [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 2, 1, 1, 1, 1~
## $ ca16 [3m[38;5;246m<dbl>[39m[23m 2, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2~
## $ ca17 [3m[38;5;246m<dbl>[39m[23m 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2~
## $ ca18 [3m[38;5;246m<dbl>[39m[23m 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1~
## $ ca34 [3m[38;5;246m<dbl>[39m[23m 1, 1, 2, 2, 1, 2, 1, 1, 1, 1, 2, 2, 2, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 1, 2, 2, -9, 1, ~
## $ ca31 [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 1, -9, 1, ~
## $ ca35 [3m[38;5;246m<dbl>[39m[23m 2, 2, 2, -9, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, -9, 2, 2, 2,~
## $ ca36 [3m[38;5;246m<dbl>[39m[23m 1, 2, 2, -10, -9, 1, 1, 1, 1, 2, 1, 1, 1, -10, 1, 1, 2, -9, 1, 1, 1, 1, 2, 2, 2, 1, 1, -10, 1,~
## $ cs01 [3m[38;5;246m<dbl>[39m[23m 1, 2, -9, 1, 1, 3, 4, 3, 1, 1, 1, 3, 2, 4, 1, 3, 2, 4, 1, 4, 3, 5, -9, 1, 4, 3, 1, 1, 3, 1, 2,~
## $ cs02 [3m[38;5;246m<dbl>[39m[23m 1, 1, -9, 1, 2, 2, 1, 1, 3, 3, 1, 3, 1, 1, 2, 1, 3, 3, 2, 2, 1, 1, -9, 1, 2, 1, 1, 3, 1, 1, 3,~
## $ cs03 [3m[38;5;246m<dbl>[39m[23m 1, 1, -9, 1, 1, 1, 2, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, -9, 1, 1, 1, 1, 1, 1, 1, 2,~
## $ cs04 [3m[38;5;246m<dbl>[39m[23m 1, 1, -9, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, -9, 1, 1, 1, 1, 1, 1, 1, 2,~
## $ cs05 [3m[38;5;246m<dbl>[39m[23m 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 1, 2, 2, 1, 2, 2, 1~
## $ cs06 [3m[38;5;246m<dbl>[39m[23m 2, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2~
## $ cs08 [3m[38;5;246m<dbl>[39m[23m 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, -9, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, ~
## $ cs09 [3m[38;5;246m<dbl>[39m[23m 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 2~
## $ cp01 [3m[38;5;246m<dbl>[39m[23m 4, 3, 2, 2, 4, 2, 2, 3, 4, 3, 3, 4, 3, 2, 3, 2, 3, 2, 4, 2, 5, 4, 3, 5, 4, 2, 4, -8, 2, -8, 2,~
## $ cp02 [3m[38;5;246m<dbl>[39m[23m 2, 2, 1, 2, 2, 2, 2, 3, 2, 1, 3, 4, 3, 2, 3, 3, 3, 2, 3, 2, 5, 2, 2, 3, 3, 4, 3, 2, 3, -8, 3, ~
## $ cp03 [3m[38;5;246m<dbl>[39m[23m 4, 2, 3, 2, 3, 3, 2, 4, 5, 2, 3, 4, 4, 4, 3, 4, 3, 4, 4, 3, 5, 2, 5, 5, 4, 5, 3, -8, 4, -8, 4,~
## $ cp04 [3m[38;5;246m<dbl>[39m[23m 3, 3, 3, 2, 4, 2, 3, 4, 5, 2, 4, 5, 3, 4, 3, 4, 3, 3, 5, 2, 4, 2, 5, 2, 5, 3, 4, -8, 4, -8, 2,~
## $ ce01 [3m[38;5;246m<dbl>[39m[23m -11, 2, 2, -11, -11, -11, -11, -11, -11, -11, -11, 2, -11, -11, -11, -11, 2, -11, -11, -11, 2,~
## $ ce02 [3m[38;5;246m<dbl>[39m[23m 1, -11, -11, 2, 2, 2, 1, 2, 2, 2, 2, -11, 2, 2, 2, 2, -11, 2, 2, 2, -11, 2, -11, 2, -11, 2, -1~
## $ ca22 [3m[38;5;246m<dbl>[39m[23m 2, 1, 1, 2, 3, 2, 3, 2, 1, 2, 2, 1, 2, 2, 2, 1, 2, 1, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 2, -8, 2, ~
## $ ca23 [3m[38;5;246m<dbl>[39m[23m 1, 1, 2, 1, 1, 2, 2, 2, 1, 1, -8, 1, 1, 1, 2, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, -8, 1,~
## $ ca32 [3m[38;5;246m<dbl>[39m[23m 1, 1, 5, 1, 1, 4, 4, 2, 2, 4, -8, 2, 1, 5, 4, 4, 1, 2, 4, 1, 4, 4, 2, 5, 2, 4, 4, 4, 2, 4, 2, ~
## $ ca33 [3m[38;5;246m<dbl>[39m[23m 4, 2, 1, 2, 4, 1, 1, 4, 5, 1, 2, 4, 4, 4, 2, 1, 4, 5, 2, 2, 5, 2, 4, 4, 5, 5, 1, 2, 1, 2, 4, 5~
## $ educ [3m[38;5;246m<dbl>[39m[23m 5, 5, 4, 4, 2, 7, 5, 4, 3, 3, -33, 5, 3, 2, -33, 3, 2, 5, 2, 5, 3, 5, -33, 5, 3, 5, 3, 3, 3, 5~
## $ de06 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, 0, 0, -10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,~
## $ de07 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, 0, 0, -10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,~
## $ de08 [3m[38;5;246m<dbl>[39m[23m 1, 0, 0, 0, 0, -10, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1,~
## $ de09 [3m[38;5;246m<dbl>[39m[23m 1, 1, 0, 0, 1, -10, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0,~
## $ de10 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, 0, 0, -10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,~
## $ de12 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, 0, 0, -10, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0,~
## $ de11 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, 1, 0, -10, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0,~
## $ de13 [3m[38;5;246m<dbl>[39m[23m 1, 0, 0, 0, 0, -10, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,~
## $ de14 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, 0, 0, -10, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0,~
## $ de15 [3m[38;5;246m<dbl>[39m[23m 0, 1, 0, 0, 0, -10, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0,~
## $ de16 [3m[38;5;246m<dbl>[39m[23m 0, 0, 1, 0, 0, -10, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,~
## $ de05 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, 0, 0, -10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,~
## $ de18 [3m[38;5;246m<dbl>[39m[23m -10, 7, -10, -10, -10, -10, 6, -10, -10, -10, -10, 3, -10, -10, 1, -10, -10, 5, -10, 2, -10, 5~
## $ de17 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, 2, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -~
## $ isced97 [3m[38;5;246m<dbl>[39m[23m 5, 5, 4, 5, 3, -32, 6, 5, 5, 3, 5, 5, 5, 5, 5, 5, 3, 5, 3, 5, 3, 5, 5, 5, 3, 5, 3, 3, 3, 5, 3,~
## $ iscd11 [3m[38;5;246m<dbl>[39m[23m 5, 6, 4, 5, 3, -32, 8, 5, 7, 3, 5, 7, 5, 5, 6, 5, 3, 7, 3, 7, 3, 7, 7, 5, 3, 7, 3, 3, 3, 7, 3,~
## $ work [3m[38;5;246m<dbl>[39m[23m 1, 1, 4, 4, 4, 4, 2, 1, 4, 2, 4, 4, 2, 1, 1, 2, 1, 2, 1, 1, 4, 1, 2, 4, 1, 1, 1, 1, 1, 2, 1, 4~
## $ dw01 [3m[38;5;246m<dbl>[39m[23m 5, 2, -10, -10, -10, -10, 5, 5, -10, 5, -10, -10, 5, 3, 5, 5, 6, 4, 6, 5, -10, 4, 5, -10, 6, 5~
## $ dw02 [3m[38;5;246m<dbl>[39m[23m 51, 14, -10, -10, -10, -10, 53, 52, -10, 52, -10, -10, 53, 20, 53, 52, 62, 43, 62, 52, -10, 43~
## $ isco88 [3m[38;5;246m<dbl>[39m[23m 4223, 2419, -10, -10, -10, -10, 2149, 2470, -10, 3231, -10, -10, 3320, 7437, 2359, 3231, 7214,~
## $ siops88 [3m[38;5;246m<dbl>[39m[23m 38, 57, -10, -10, -10, -10, 56, 62, -10, 44, -10, -10, 50, 31, 62, 44, 44, 60, 38, 62, -10, 50~
## $ isei88 [3m[38;5;246m<dbl>[39m[23m 52, 69, -10, -10, -10, -10, 69, 70, -10, 38, -10, -10, 38, 28, 65, 38, 30, 69, 34, 69, -10, 38~
## $ isco08 [3m[38;5;246m<dbl>[39m[23m 5244, 2421, -10, -10, -10, -10, 2310, 4110, -10, 3221, -10, -10, 3412, 3432, 2351, 3221, 7222,~
## $ siops08 [3m[38;5;246m<dbl>[39m[23m 26.00, 55.80, -10.00, -10.00, -10.00, -10.00, 78.16, 42.09, -10.00, 44.00, -10.00, -10.00, 49.~
## $ isei08 [3m[38;5;246m<dbl>[39m[23m 38.88, 70.09, -10.00, -10.00, -10.00, -10.00, 85.41, 43.33, -10.00, 56.00, -10.00, -10.00, 52.~
## $ eseg [3m[38;5;246m<dbl>[39m[23m 71, 23, 80, 80, 99, 91, 25, 51, 83, 32, 63, 81, 34, 42, 25, 32, 63, 25, 63, 23, 83, 25, 34, 85~
## $ dw07 [3m[38;5;246m<dbl>[39m[23m 2, -10, -10, -10, -10, -10, 1, 1, -10, 2, -10, -10, 1, -10, 1, 1, 2, 1, 2, 2, -10, 1, 1, -10, ~
## $ dw15 [3m[38;5;246m<dbl>[39m[23m 35.0, 62.0, -10.0, -10.0, -10.0, -10.0, 32.0, 39.5, -10.0, 30.0, -10.0, -10.0, 33.0, 55.5, 39.~
## $ dw10 [3m[38;5;246m<dbl>[39m[23m 2, 2, -10, -10, -10, -10, 1, 2, -10, 2, -10, -10, 2, 2, 1, 1, 1, 2, 1, 1, -10, 1, 2, -10, 2, 2~
## $ dw16 [3m[38;5;246m<dbl>[39m[23m 1, -10, -10, -10, -10, -10, 2, 1, -10, 1, -10, -10, 1, -10, 1, 1, 3, 1, 1, 1, -10, 1, 1, -10, ~
## $ dw17 [3m[38;5;246m<dbl>[39m[23m -10, 1, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, 1, -10, -10, -10, -10, -10, -10~
## $ dw18 [3m[38;5;246m<dbl>[39m[23m 2, 2, -10, -10, -10, -10, 2, 2, -10, 2, -10, -10, 2, 2, 2, 2, 2, 2, 2, 2, -10, 2, 2, -10, 2, 1~
## $ dw19 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ dw19c [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ dw37 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ dw03 [3m[38;5;246m<dbl>[39m[23m -10, -10, 2, 2, 4, 1, -10, -10, 2, -10, 3, 2, -10, -10, -10, -10, -10, -10, -10, -10, 2, -10, ~
## $ dw12 [3m[38;5;246m<dbl>[39m[23m -10, -10, -50, 1998, 1999, 2020, -10, -10, 2019, -10, 2020, 2001, -10, -10, -10, -10, -10, -10~
## $ dw12a [3m[38;5;246m<dbl>[39m[23m -10, -10, -32, 57, 40, 22, -10, -10, 66, -10, 57, 65, -10, -10, -10, -10, -10, -10, -10, -10, ~
## $ dw12b [3m[38;5;246m<dbl>[39m[23m -10, -10, -32, 23, 22, 1, -10, -10, 2, -10, 1, 20, -10, -10, -10, -10, -10, -10, -10, -10, 33,~
## $ dw01a [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 9, 5, 5, -10, -10, 5, -10, 6, 5, -10, -10, -10, -10, -10, -10, -10, -10, 5, -10~
## $ dw02a [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 65, 51, 52, -10, -10, 53, -10, 61, 53, -10, -10, -10, -10, -10, -10, -10, -10, ~
## $ isco88a [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 3213, 4132, 7136, -10, -10, 3119, -10, 7137, 2145, -10, -10, -10, -10, -10, -10~
## $ siops88a [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 55, 44, 34, -10, -10, 46, -10, 44, 66, -10, -10, -10, -10, -10, -10, -10, -10, ~
## $ isei88a [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 50, 43, 33, -10, -10, 53, -10, 37, 67, -10, -10, -10, -10, -10, -10, -10, -10, ~
## $ isco08a [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 6221, 4110, 8219, -10, -10, 3341, -10, 7411, 1321, -10, -10, -10, -10, -10, -10~
## $ siops08a [3m[38;5;246m<dbl>[39m[23m -10.00, -10.00, -10.00, 27.24, 42.09, 39.34, -10.00, -10.00, 48.81, -10.00, 44.01, 64.00, -10.~
## $ isei08a [3m[38;5;246m<dbl>[39m[23m -10.00, -10.00, -10.00, 17.00, 43.33, 24.68, -10.00, -10.00, 62.13, -10.00, 36.35, 65.42, -10.~
## $ dw20 [3m[38;5;246m<dbl>[39m[23m -10, -10, -9, 2, -9, 1, -10, -10, 2, -10, -10, 2, -10, -10, -10, -10, -10, -10, -10, -10, 2, -~
## $ dw22 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, 2, -10, -10, -10, -10, -10, -10, -10, -10, -~
## $ dw23 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, 2, -10, -10, -10, -10, 26, -10, -10, -10, -10, -10, -10, -10, -10, -1~
## $ dw23c [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, 1, -10, -10, -10, -10, 4, -10, -10, -10, -10, -10, -10, -10, -10, -10~
## $ hs01 [3m[38;5;246m<dbl>[39m[23m 4, 3, 2, 3, 3, 2, 1, 2, 4, 3, 2, 4, 3, 2, 3, 4, 4, 2, 2, 1, 3, 1, 3, 3, 3, 3, 2, 2, 2, 3, 2, 4~
## $ hs04 [3m[38;5;246m<dbl>[39m[23m 3, -11, -11, 4, 3, 2, 1, 3, 4, 2, 4, -11, 2, 2, 3, 2, -11, 2, 2, 3, -11, 2, -11, 3, -11, 2, -1~
## $ hs05 [3m[38;5;246m<dbl>[39m[23m 2, -11, -11, 4, 3, 3, 2, 2, 3, 2, 5, -11, 4, 3, 3, 3, -11, 3, 3, 4, -11, 4, -11, 4, -11, 2, -1~
## $ hs06 [3m[38;5;246m<dbl>[39m[23m 3, -11, -11, 5, 2, 3, 3, 4, 3, 4, 2, -11, 3, 3, 4, 3, -11, 2, 3, 2, -11, 3, -11, 2, -11, 3, -1~
## $ hs07 [3m[38;5;246m<dbl>[39m[23m 3, -11, -11, 3, 3, 3, 4, 4, 4, 4, 2, -11, 2, 3, 3, 4, -11, 3, 4, 3, -11, 2, -11, 2, -11, 3, -1~
## $ hs08 [3m[38;5;246m<dbl>[39m[23m 2, -11, -11, 5, 4, 4, 4, 4, 2, 3, 4, -11, 3, 4, 4, 2, -11, 4, 5, 5, -11, 5, -11, 4, -11, 5, -1~
## $ hs09 [3m[38;5;246m<dbl>[39m[23m 5, -11, -11, 5, 4, 3, 3, 4, 4, 5, 2, -11, 4, 2, 3, 4, -11, 4, 2, 3, -11, 5, -11, 5, -11, 2, -1~
## $ lp09 [3m[38;5;246m<dbl>[39m[23m 3, 4, 2, 3, 3, 2, 3, 2, 4, 2, 2, 2, 3, 2, 2, 3, 3, 3, 3, 3, 3, 4, 3, 3, 3, 2, 3, 3, 4, 2, 3, 3~
## $ lp10 [3m[38;5;246m<dbl>[39m[23m 4, 4, 4, 4, 4, 2, 2, 2, 4, 4, 3, 3, 3, 2, 2, 4, 3, 3, 3, 3, 4, 3, 4, 3, 4, 2, 4, 3, 4, 3, 3, 3~
## $ lp11 [3m[38;5;246m<dbl>[39m[23m 4, 4, 4, 4, 4, 4, 2, 2, 3, 4, 3, 3, 3, 2, 3, 4, 3, 2, 3, 4, 4, 2, 3, 4, 4, 3, 4, 3, 3, 3, 4, 4~
## $ lp12 [3m[38;5;246m<dbl>[39m[23m 3, 4, 3, 4, 2, 2, 3, 3, 2, 1, 3, 4, 3, 3, 2, 4, 3, 3, 4, 4, 3, 3, 3, 2, 2, 2, 4, 3, 4, 3, 3, 3~
## $ rb07 [3m[38;5;246m<dbl>[39m[23m 10, -11, -11, 1, 7, 5, 3, 1, 8, 1, 9, -11, 3, 10, 2, 8, -11, 1, 3, 2, -11, 8, -11, 1, -11, 1, ~
## $ rd01 [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 1, 3, 3, 6, 6, 1, 1, 1, 6, 6, 4, 6, -7, 3, 6, 6, 1, 3, 3, 6, 6, 6, 6, 1, 6, 6, 6, 6, ~
## $ rd02 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, 2, -10, -10, -10, -10, -10, -~
## $ rd03 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ rp01 [3m[38;5;246m<dbl>[39m[23m 4, 6, 5, 5, 5, 4, 5, 6, 4, 5, 2, 5, 5, 1, 6, 2, 6, 6, 5, 5, 6, 4, 5, 5, 6, 6, 6, 6, 6, 5, 5, 5~
## $ rp02 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ mj01 [3m[38;5;246m<dbl>[39m[23m -11, 1, 5, -11, -11, -11, -8, -11, 4, -11, -11, 5, -11, -11, -11, 1, 2, 1, -8, 1, 5, -11, -8, ~
## $ mj02 [3m[38;5;246m<dbl>[39m[23m -11, 7, 4, -11, -11, -11, 6, -11, 7, -11, -11, 7, -11, -11, -11, 7, 6, 6, 7, 7, 7, -11, -8, 7,~
## $ mj03 [3m[38;5;246m<dbl>[39m[23m -11, 3, 6, -11, -11, -11, 2, -11, 1, -11, -11, 4, -11, -11, -11, 2, 6, 1, 5, 5, 6, -11, -8, 1,~
## $ mj04 [3m[38;5;246m<dbl>[39m[23m -11, 1, -8, -11, -11, -11, 1, -11, 1, -11, -11, 6, -11, -11, -11, 1, 2, 1, 2, 1, 5, -11, -8, 1~
## $ mj05 [3m[38;5;246m<dbl>[39m[23m -11, 1, -8, -11, -11, -11, 4, -11, 3, -11, -11, 6, -11, -11, -11, 1, 2, 1, -8, 2, 5, -11, -8, ~
## $ mj06 [3m[38;5;246m<dbl>[39m[23m -11, 4, -8, -11, -11, -11, 5, -11, 6, -11, -11, 7, -11, -11, -11, 4, 3, 1, 6, 6, 7, -11, -8, -~
## $ mm01 [3m[38;5;246m<dbl>[39m[23m -11, 1, 2, -11, -11, -11, 1, -11, 5, -11, -11, 5, -11, -11, -11, 4, 2, 5, 1, 1, 6, -11, -8, 3,~
## $ mm02 [3m[38;5;246m<dbl>[39m[23m -11, 3, 5, -11, -11, -11, 5, -11, 2, -11, -11, 5, -11, -11, -11, 2, 4, 5, 4, 6, 2, -11, -8, 5,~
## $ mm03 [3m[38;5;246m<dbl>[39m[23m -11, 3, 2, -11, -11, -11, 6, -11, 5, -11, -11, 4, -11, -11, -11, 4, 4, 1, 3, 2, 7, -11, -8, 3,~
## $ mm04 [3m[38;5;246m<dbl>[39m[23m -11, 1, 6, -11, -11, -11, 3, -11, 5, -11, -11, 5, -11, -11, -11, 5, 4, 2, 2, 1, 4, -11, -8, 6,~
## $ mm05 [3m[38;5;246m<dbl>[39m[23m -11, 7, 7, -11, -11, -11, 7, -11, 1, -11, -11, 4, -11, -11, -11, 1, 6, 6, 7, 7, 6, -11, -8, 1,~
## $ mm06 [3m[38;5;246m<dbl>[39m[23m -11, 1, -8, -11, -11, -11, 2, -11, 7, -11, -11, 6, -11, -11, -11, 6, 5, 5, 2, 2, 6, -11, -8, 6~
## $ mstat [3m[38;5;246m<dbl>[39m[23m 5, 5, 3, 1, 1, 5, 5, 1, 1, 5, 3, 1, 1, 5, 4, 1, 4, 1, 5, 5, 3, 1, 5, 1, 1, 5, 5, 1, 1, 1, 1, 1~
## $ scmborn [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 8, 10, -10, -10, 5, 12, -10, -10, 10, 3, -10, -10, 5, -10, 11, -10, -10, -10, 3~
## $ scyborn [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 1944, 1960, -10, -10, 1959, 1953, -10, -10, 1939, 1960, -10, -10, 1959, -10, 19~
## $ scage [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 76, 60, -10, -10, 62, 67, -10, -10, 81, 61, -10, -10, 62, -10, 44, -10, -10, -1~
## $ scagec [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 6, 5, -10, -10, 5, 5, -10, -10, 6, 5, -10, -10, 5, -10, 3, -10, -10, -10, 4, -1~
## $ sceduc [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 2, 2, -10, -10, 3, 4, -10, -10, -9, 3, -10, -10, 3, -10, 5, -10, -10, -10, 4, -~
## $ scde06 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 1, 1, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 0, -10, 0, -10, -10, -10, 0, -1~
## $ scde07 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 0, -10, 0, -10, -10, -10, 0, -1~
## $ scde08 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 0, -10, 0, -10, -10, -10, 0, -1~
## $ scde09 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 0, 0, -10, -10, 1, 0, -10, -10, 0, 0, -10, -10, 0, -10, 0, -10, -10, -10, 0, -1~
## $ scde10 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 0, -10, 0, -10, -10, -10, 0, -1~
## $ scde12 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 0, 0, -10, -10, 0, 1, -10, -10, 0, 1, -10, -10, 1, -10, 0, -10, -10, -10, 0, -1~
## $ scde11 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 0, -10, 0, -10, -10, -10, 1, -1~
## $ scde13 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 1, 0, -10, -10, 0, -10, 0, -10, -10, -10, 0, -1~
## $ scde14 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 0, -10, 0, -10, -10, -10, 1, -1~
## $ scde15 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 0, -10, 1, -10, -10, -10, 0, -1~
## $ scde16 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 0, -10, 0, -10, -10, -10, 0, -1~
## $ scde05 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 0, 0, -10, -10, 0, -10, 0, -10, -10, -10, 0, -1~
## $ scde17 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ scde18 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, 5, -10, -~
## $ sciscd97 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 2, 2, -10, -10, 3, 4, -10, -10, 5, 3, -10, -10, 3, -10, 5, -10, -10, -10, 5, -1~
## $ sciscd11 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 2, 2, -10, -10, 3, 4, -10, -10, 5, 3, -10, -10, 3, -10, 7, -10, -10, -10, 7, -1~
## $ scwork [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 4, 1, -10, -10, 1, 4, -10, -10, 4, 1, -10, -10, 4, -10, 2, -10, -10, -10, 2, -1~
## $ scdw01 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 6, -10, -10, 6, -10, -10, -10, -10, 6, -10, -10, -10, -10, 4, -10, -10, -1~
## $ scdw02 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 61, -10, -10, 62, -10, -10, -10, -10, 62, -10, -10, -10, -10, 43, -10, -10~
## $ scisco88 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 8332, -10, -10, 7136, -10, -10, -10, -10, -33, -10, -10, -10, -10, 2320, -~
## $ scsiop88 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 32, -10, -10, 34, -10, -10, -10, -10, -32, -10, -10, -10, -10, 60, -10, -1~
## $ scisei88 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 26, -10, -10, 33, -10, -10, -10, -10, -32, -10, -10, -10, -10, 69, -10, -1~
## $ scisco08 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 8342, -10, -10, 7412, -10, -10, -10, -10, -33, -10, -10, -10, -10, 2330, -~
## $ scsiop08 [3m[38;5;246m<dbl>[39m[23m -10.00, -10.00, -10.00, -10.00, 32.00, -10.00, -10.00, 38.00, -10.00, -10.00, -10.00, -10.00, ~
## $ scisei08 [3m[38;5;246m<dbl>[39m[23m -10.00, -10.00, -10.00, -10.00, 24.45, -10.00, -10.00, 36.92, -10.00, -10.00, -10.00, -10.00, ~
## $ sceseg [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 80, 65, -10, -10, 63, 80, -10, -10, 80, 1, -10, -10, 80, -10, 25, -10, -10, -10~
## $ scdw07 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 2, -10, -10, -9, -10, -10, -10, -10, 2, -10, -10, -10, -10, 1, -10, -10, -~
## $ scdw03 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 2, -10, -10, -10, -10, 2, -10, -10, 2, -10, -10, -10, 2, -10, -10, -10, -10, -1~
## $ dp01 [3m[38;5;246m<dbl>[39m[23m 1, 2, 2, -10, -10, 1, 1, -10, -10, 1, 2, -10, -10, 2, 2, -10, 1, -10, 2, 2, 2, -10, 1, -10, -1~
## $ dp03 [3m[38;5;246m<dbl>[39m[23m 2, -10, -10, -10, -10, 1, 1, -10, -10, 1, -10, -10, -10, -10, -10, -10, 1, -10, -10, -10, -10,~
## $ pmborn [3m[38;5;246m<dbl>[39m[23m 12, -10, -10, -10, -10, 9, 3, -10, -10, 10, -10, -10, -10, -10, -10, -10, 1, -10, -10, -10, -1~
## $ pyborn [3m[38;5;246m<dbl>[39m[23m 1965, -10, -10, -10, -10, 1997, 1987, -10, -10, 1968, -10, -10, -10, -10, -10, -10, 1964, -10,~
## $ page [3m[38;5;246m<dbl>[39m[23m 55, -10, -10, -10, -10, 23, 34, -10, -10, 52, -10, -10, -10, -10, -10, -10, 57, -10, -10, -10,~
## $ pagec [3m[38;5;246m<dbl>[39m[23m 4, -10, -10, -10, -10, 2, 3, -10, -10, 4, -10, -10, -10, -10, -10, -10, 4, -10, -10, -10, -10,~
## $ peduc [3m[38;5;246m<dbl>[39m[23m 5, -10, -10, -10, -10, 5, 5, -10, -10, 3, -10, -10, -10, -10, -10, -10, 2, -10, -10, -10, -10,~
## $ pde06 [3m[38;5;246m<dbl>[39m[23m 0, -10, -10, -10, -10, 0, 0, -10, -10, 0, -10, -10, -10, -10, -10, -10, 0, -10, -10, -10, -10,~
## $ pde07 [3m[38;5;246m<dbl>[39m[23m 0, -10, -10, -10, -10, 0, 0, -10, -10, 0, -10, -10, -10, -10, -10, -10, 0, -10, -10, -10, -10,~
## $ pde08 [3m[38;5;246m<dbl>[39m[23m 1, -10, -10, -10, -10, 0, 0, -10, -10, 1, -10, -10, -10, -10, -10, -10, 1, -10, -10, -10, -10,~
## $ pde09 [3m[38;5;246m<dbl>[39m[23m 1, -10, -10, -10, -10, 0, 0, -10, -10, 0, -10, -10, -10, -10, -10, -10, 0, -10, -10, -10, -10,~
## $ pde10 [3m[38;5;246m<dbl>[39m[23m 0, -10, -10, -10, -10, 0, 0, -10, -10, 0, -10, -10, -10, -10, -10, -10, 0, -10, -10, -10, -10,~
## $ pde12 [3m[38;5;246m<dbl>[39m[23m 0, -10, -10, -10, -10, 0, 0, -10, -10, 0, -10, -10, -10, -10, -10, -10, 0, -10, -10, -10, -10,~
## $ pde11 [3m[38;5;246m<dbl>[39m[23m 0, -10, -10, -10, -10, 0, 0, -10, -10, 0, -10, -10, -10, -10, -10, -10, 0, -10, -10, -10, -10,~
## $ pde13 [3m[38;5;246m<dbl>[39m[23m 0, -10, -10, -10, -10, 0, 0, -10, -10, 1, -10, -10, -10, -10, -10, -10, 0, -10, -10, -10, -10,~
## $ pde14 [3m[38;5;246m<dbl>[39m[23m 1, -10, -10, -10, -10, 0, 0, -10, -10, 0, -10, -10, -10, -10, -10, -10, 0, -10, -10, -10, -10,~
## $ pde15 [3m[38;5;246m<dbl>[39m[23m 0, -10, -10, -10, -10, 1, 1, -10, -10, 0, -10, -10, -10, -10, -10, -10, 0, -10, -10, -10, -10,~
## $ pde16 [3m[38;5;246m<dbl>[39m[23m 0, -10, -10, -10, -10, 0, 0, -10, -10, 0, -10, -10, -10, -10, -10, -10, 0, -10, -10, -10, -10,~
## $ pde05 [3m[38;5;246m<dbl>[39m[23m 0, -10, -10, -10, -10, 0, 0, -10, -10, 0, -10, -10, -10, -10, -10, -10, 0, -10, -10, -10, -10,~
## $ pde17 [3m[38;5;246m<dbl>[39m[23m 3, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -~
## $ pde18 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, 1, 2, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10~
## $ pisced97 [3m[38;5;246m<dbl>[39m[23m 5, -10, -10, -10, -10, 5, 5, -10, -10, 5, -10, -10, -10, -10, -10, -10, 3, -10, -10, -10, -10,~
## $ piscd11 [3m[38;5;246m<dbl>[39m[23m 7, -10, -10, -10, -10, 6, 7, -10, -10, 5, -10, -10, -10, -10, -10, -10, 3, -10, -10, -10, -10,~
## $ pwork [3m[38;5;246m<dbl>[39m[23m 1, -10, -10, -10, -10, 3, 1, -10, -10, -9, -10, -10, -10, -10, -10, -10, 1, -10, -10, -10, -10~
## $ pdw01 [3m[38;5;246m<dbl>[39m[23m 5, -10, -10, -10, -10, -10, 5, -10, -10, -10, -10, -10, -10, -10, -10, -10, 6, -10, -10, -10, ~
## $ pdw02 [3m[38;5;246m<dbl>[39m[23m 52, -10, -10, -10, -10, -10, 53, -10, -10, -10, -10, -10, -10, -10, -10, -10, 62, -10, -10, -1~
## $ pisco88 [3m[38;5;246m<dbl>[39m[23m 3416, -10, -10, -10, -10, -10, -33, -10, -10, -10, -10, -10, -10, -10, -10, -10, 2122, -10, -1~
## $ psiops88 [3m[38;5;246m<dbl>[39m[23m 49, -10, -10, -10, -10, -10, -32, -10, -10, -10, -10, -10, -10, -10, -10, -10, 55, -10, -10, -~
## $ pisei88 [3m[38;5;246m<dbl>[39m[23m 50, -10, -10, -10, -10, -10, -32, -10, -10, -10, -10, -10, -10, -10, -10, -10, 71, -10, -10, -~
## $ pisco08 [3m[38;5;246m<dbl>[39m[23m 3323, -10, -10, -10, -10, -10, 3341, -10, -10, -10, -10, -10, -10, -10, -10, -10, 2120, -10, -~
## $ psiops08 [3m[38;5;246m<dbl>[39m[23m 48.86, -10.00, -10.00, -10.00, -10.00, -10.00, 48.81, -10.00, -10.00, -10.00, -10.00, -10.00, ~
## $ pisei08 [3m[38;5;246m<dbl>[39m[23m 56.35, -10.00, -10.00, -10.00, -10.00, -10.00, 62.13, -10.00, -10.00, -10.00, -10.00, -10.00, ~
## $ peseg [3m[38;5;246m<dbl>[39m[23m 33, -10, -10, -10, -10, 91, 33, -10, -10, -32, -10, -10, -10, -10, -10, -10, 21, -10, -10, -10~
## $ pdw07 [3m[38;5;246m<dbl>[39m[23m 2, -10, -10, -10, -10, -10, 2, -10, -10, -10, -10, -10, -10, -10, -10, -10, 2, -10, -10, -10, ~
## $ pdw03 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, 1, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -~
## $ fdm01 [3m[38;5;246m<dbl>[39m[23m 996, 0, 0, 0, 996, 0, 0, -42, 0, 0, 200, 996, 0, 151, 163, 0, 0, 0, 996, 0, 0, 0, 0, 0, 0, 137~
## $ mdm01 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 200, 996, 0, 100, 163, 996, 0, 0, 996, 0, 0, 0, 0, 0, 100, 0, 99~
## $ df44 [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 3, 1, 1, 2, 1, 1, 1, 1, 4, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 2, 1~
## $ fdw01 [3m[38;5;246m<dbl>[39m[23m 3, 5, 3, 9, 6, 3, 4, 6, 6, -50, 4, -54, 9, -50, 6, 5, 4, 5, 6, 5, 3, 1, 6, -50, 4, -55, 6, -9,~
## $ fdw02 [3m[38;5;246m<dbl>[39m[23m 22, 53, 23, 65, 64, 23, 41, 62, 62, -50, 40, -54, 65, -50, 61, 52, 40, 53, 64, 53, 22, 11, 62,~
## $ fisco88 [3m[38;5;246m<dbl>[39m[23m 7412, 2149, 1300, 6100, 7129, 5122, -9, 7442, 3152, -10, -9, -10, -9, -10, 7141, 8323, 3442, 4~
## $ fsiops88 [3m[38;5;246m<dbl>[39m[23m 33, 56, 50, 38, 28, 31, -32, 27, 54, -10, -32, -10, -32, -10, 31, 32, 52, 44, 32, 36, 44, 38, ~
## $ fisei88 [3m[38;5;246m<dbl>[39m[23m 31, 69, 51, 23, 30, 30, -32, 31, 50, -10, -32, -10, -32, -10, 29, 30, 57, 43, 26, 51, 30, 23, ~
## $ fisco08 [3m[38;5;246m<dbl>[39m[23m 3122, -33, 1120, 6130, 3123, 3434, -9, 7536, 7543, -10, -9, -10, -9, -10, 7131, 8331, 3352, 41~
## $ fsiops08 [3m[38;5;246m<dbl>[39m[23m 45.94, -32.00, 64.51, 43.53, 45.94, 38.00, -32.00, 27.37, 38.81, -10.00, -32.00, -10.00, -32.0~
## $ fisei08 [3m[38;5;246m<dbl>[39m[23m 40.54, -32.00, 70.34, 17.79, 37.83, 50.15, -32.00, 18.07, 43.19, -10.00, -32.00, -10.00, -32.0~
## $ feseg [3m[38;5;246m<dbl>[39m[23m 42, 1, 11, 1, 31, 42, 1, 62, 62, 80, 1, -32, 1, 80, 61, 65, 33, 51, 61, 52, 43, 41, 65, 80, 13~
## $ mdw01 [3m[38;5;246m<dbl>[39m[23m 3, -56, -56, -54, -56, 5, 5, 6, 5, 6, -9, -54, 9, -56, 6, 5, -56, 5, -54, -56, -56, -56, 5, 5,~
## $ mdw02 [3m[38;5;246m<dbl>[39m[23m 22, -56, -56, -54, -56, 52, 52, 62, 53, 61, -9, -54, 65, -56, 60, 51, -56, 53, -54, -56, -56, ~
## $ misco88 [3m[38;5;246m<dbl>[39m[23m 3419, -10, -10, -10, -10, 5123, -9, 3320, 5122, 7436, -10, -10, -9, -10, 9132, 5220, -10, 4132~
## $ msiops88 [3m[38;5;246m<dbl>[39m[23m 46, -10, -10, -10, -10, 21, -32, 50, 31, 26, -10, -10, -32, -10, 21, 32, -10, 44, -10, -10, -1~
## $ misei88 [3m[38;5;246m<dbl>[39m[23m 55, -10, -10, -10, -10, 34, -32, 38, 30, 33, -10, -10, -32, -10, 16, 43, -10, 43, -10, -10, -1~
## $ misco08 [3m[38;5;246m<dbl>[39m[23m 5223, -10, -10, -10, -10, 5131, -9, 3412, 5120, 7533, -10, -10, -9, -10, 9112, 5223, -10, 4110~
## $ msiops08 [3m[38;5;246m<dbl>[39m[23m 42.78, -10.00, -10.00, -10.00, -10.00, 21.67, -32.00, 49.00, 30.98, 26.00, -10.00, -10.00, -32~
## $ misei08 [3m[38;5;246m<dbl>[39m[23m 28.48, -10.00, -10.00, -10.00, -10.00, 25.04, -32.00, 52.72, 24.53, 21.24, -10.00, -10.00, -32~
## $ meseg [3m[38;5;246m<dbl>[39m[23m 42, 99, 99, -32, 99, 71, 1, 34, 71, 62, -32, -32, 1, 99, 73, 71, 99, 51, -32, 99, 99, 99, 33, ~
## $ feduc [3m[38;5;246m<dbl>[39m[23m 2, 4, 2, 2, 2, 2, 5, 2, 2, 3, -8, 2, 2, 1, 2, 2, 2, 3, 2, 5, 3, 2, 2, 2, 2, -10, 3, -9, 2, 2, ~
## $ meduc [3m[38;5;246m<dbl>[39m[23m 2, 2, -8, 2, 2, 3, 4, 2, 2, 2, -8, 2, 2, 2, 1, 2, 2, 3, 2, 5, 2, 5, 2, 2, 2, 3, 3, -9, 2, 2, 2~
## $ fde01 [3m[38;5;246m<dbl>[39m[23m 9, 10, 6, -9, -8, 9, 6, 5, 9, 6, -8, 5, 5, 5, 9, 5, 5, 6, 9, 6, 5, 5, 5, 5, 11, -10, 5, -9, 5,~
## $ mde01 [3m[38;5;246m<dbl>[39m[23m 6, 6, 1, -9, -8, 6, 9, 5, 5, 1, -8, 5, 1, -8, 1, 5, -8, 6, 5, 6, 5, 11, 6, 6, 5, 6, 5, -9, 5, ~
## $ fiscd975 [3m[38;5;246m<dbl>[39m[23m 5, 5, 3, 2, 2, 5, 4, 3, 5, 3, -32, 3, 3, 3, 5, 3, 3, 3, 5, 4, 3, 3, 3, 3, 5, -10, 3, -32, 3, 3~
## $ miscd975 [3m[38;5;246m<dbl>[39m[23m 3, 3, -32, 2, 2, 3, 5, 3, 3, 2, -32, 3, 2, 2, 1, 3, 2, 3, 3, 4, 3, 5, 3, 3, 3, 3, 3, -32, 3, 3~
## $ di01a [3m[38;5;246m<dbl>[39m[23m -15, -15, -15, -15, -15, -50, 1900, -15, 1300, -15, 356, -15, -15, -15, -15, -15, -15, -15, -1~
## $ di02a [3m[38;5;246m<dbl>[39m[23m 10, 19, -7, 12, -50, -10, -10, 15, -10, 13, -10, 16, 13, 14, 16, 13, 16, 20, 16, -10, -10, -10~
## $ incc [3m[38;5;246m<dbl>[39m[23m 10, 19, -7, 12, -50, -50, 14, 15, 11, 13, 3, 16, 13, 14, 16, 13, 16, 20, 16, 16, 21, 22, 17, 1~
## $ dh01 [3m[38;5;246m<dbl>[39m[23m 2, 2, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 1, 1, 1, 2, 2, 2, 1, 2, 2, 1, 2, 2, 1, 1, 1, 1, 1~
## $ dh11 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 1, 2, 1, 2, 1, 1, 4, 3, 1, 1, -10, -10, 2, 1, 3, -10, -10, -10, 3, -10, -10, 1,~
## $ dh04 [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 2, 3, 2, 3, 2, 2, 5, 4, 2, 2, 1, 1, 3, 2, 4, 1, 1, 1, 4, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2~
## $ dh09 [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 2, 3, 2, 2, 2, 2, 3, 4, 2, 2, 1, 1, 3, 2, 2, 1, 1, 1, 4, 1, 1, 2, 1, 1, 2, 2, 2, 2, 2~
## $ hh2kin [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 1, 1, 2, 2, 1, 1, 2, 16, -9, 1, -10, -10, 1, 2, 1, -10, -10, -10, 1, -10, -10, ~
## $ hh2sex [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 2, 1, 2, 1, 1, 2, 1, 1, 2, 1, -10, -10, 1, 2, 2, -10, -10, -10, 2, -10, -10, 2,~
## $ hh2mborn [3m[38;5;246m<dbl>[39m[23m -15, -15, -15, -15, -15, 8, 3, -15, 12, -15, 10, -15, -15, -15, -15, -15, -15, -15, -15, -10, ~
## $ hh2yborn [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 1944, 1960, 1997, 1987, 1959, 1953, 1968, 1963, 1939, 1960, -10, -10, 1959, 196~
## $ hh2age [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 77, 61, 23, 34, 62, 67, 53, 57, 82, 61, -10, -10, 62, 57, 45, -10, -10, -10, 48~
## $ hh2mstat [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 1, 1, 5, 5, 1, 1, 4, 3, -9, 1, -10, -10, 1, 5, 1, -10, -10, -10, 1, -10, -10, 1~
## $ hh3kin [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 3, -10, 3, -10, -10, 3, 16, -10, -10, -10, -10, 3, -10, 3, -10, -10, -10, ~
## $ hh3sex [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 1, -10, 2, -10, -10, 2, 1, -10, -10, -10, -10, 1, -10, 1, -10, -10, -10, 1~
## $ hh3mborn [3m[38;5;246m<dbl>[39m[23m -15, -15, -15, -15, -15, -10, 10, -15, -10, -15, 1, -15, -15, -15, -15, -15, -15, -15, -15, -1~
## $ hh3yborn [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 1999, -10, 2020, -10, -10, 2003, 1974, -10, -10, -10, -10, 1998, -10, 2013~
## $ hh3age [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 22, -10, 0, -10, -10, 18, 47, -10, -10, -10, -10, 23, -10, 8, -10, -10, -1~
## $ hh3mstat [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 5, -10, 5, -10, -10, 5, 5, -10, -10, -10, -10, 5, -10, 5, -10, -10, -10, 5~
## $ hh4kin [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, 3, 16, -10, -10, -10, -10, -10, -10, 3, -10, -10,~
## $ hh4sex [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, 2, 1, -10, -10, -10, -10, -10, -10, 2, -10, -10, ~
## $ hh4mborn [3m[38;5;246m<dbl>[39m[23m -15, -15, -15, -15, -15, -10, -10, -15, -10, -15, 1, -15, -15, -15, -15, -15, -15, -15, -15, -~
## $ hh4yborn [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, 2006, 1982, -10, -10, -10, -10, -10, -10, 2013, -~
## $ hh4age [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, 15, 39, -10, -10, -10, -10, -10, -10, 8, -10, -10~
## $ hh4mstat [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, 5, 5, -10, -10, -10, -10, -10, -10, 5, -10, -10, ~
## $ hh5kin [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, 3, -10, -10, -10, -10, -10, -10, -10, -10, -10, -~
## $ hh5sex [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, 1, -10, -10, -10, -10, -10, -10, -10, -10, -10, -~
## $ hh5mborn [3m[38;5;246m<dbl>[39m[23m -15, -15, -15, -15, -15, -10, -10, -15, -10, -15, -10, -15, -15, -15, -15, -15, -15, -15, -15,~
## $ hh5yborn [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, 2008, -10, -10, -10, -10, -10, -10, -10, -10, -10~
## $ hh5age [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, 13, -10, -10, -10, -10, -10, -10, -10, -10, -10, ~
## $ hh5mstat [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, 5, -10, -10, -10, -10, -10, -10, -10, -10, -10, -~
## $ hh6kin [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ hh6sex [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ hh6mborn [3m[38;5;246m<dbl>[39m[23m -15, -15, -15, -15, -15, -10, -10, -15, -10, -15, -10, -15, -15, -15, -15, -15, -15, -15, -15,~
## $ hh6yborn [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ hh6age [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ hh6mstat [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ hh7kin [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ hh7sex [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ hh7mborn [3m[38;5;246m<dbl>[39m[23m -15, -15, -15, -15, -15, -10, -10, -15, -10, -15, -10, -15, -15, -15, -15, -15, -15, -15, -15,~
## $ hh7yborn [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ hh7age [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ hh7mstat [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ hh8kin [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ hh8sex [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ hh8mborn [3m[38;5;246m<dbl>[39m[23m -15, -15, -15, -15, -15, -10, -10, -15, -10, -15, -10, -15, -15, -15, -15, -15, -15, -15, -15,~
## $ hh8yborn [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ hh8age [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ hh8mstat [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ dh12 [3m[38;5;246m<dbl>[39m[23m 41, 51, 52, 11, 11, 21, 21, 11, 11, 21, 52, -32, 11, 51, 52, 11, 22, 11, 51, 51, 52, 11, 41, 3~
## $ dh13 [3m[38;5;246m<dbl>[39m[23m 141, 151, 152, 111, 211, 121, 221, 111, 111, 221, 152, -32, 111, 151, 152, 211, 122, 211, 151,~
## $ dh14 [3m[38;5;246m<dbl>[39m[23m 3, 3, 4, 1, 5, 2, 6, 1, 1, 6, 4, -32, 1, 3, 4, 5, 2, 5, 3, 3, 4, 5, 3, 4, 1, 3, 3, 1, -32, 1, ~
## $ dh15 [3m[38;5;246m<dbl>[39m[23m 10, 10, 10, 11, 20, 11, 20, 11, 11, 20, 60, -32, 11, 10, 10, 20, 11, 20, 10, 10, 10, 20, 10, 1~
## $ dh16 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, -32, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0,~
## $ dh17 [3m[38;5;246m<dbl>[39m[23m 54, 53, 89, 77, 22, 23, 0, 57, 67, 13, 39, 82, 55, 26, 38, 23, 54, 8, 49, 26, 83, 21, 48, 73, ~
## $ fh01 [3m[38;5;246m<dbl>[39m[23m -10, -11, -11, 1, 2, 2, 3, 3, 3, 3, -10, -11, 1, -10, -10, 3, -11, 4, -10, -10, -11, 3, -11, 2~
## $ fh02 [3m[38;5;246m<dbl>[39m[23m -10, -11, -11, 1, 3, 3, 3, 5, 3, 3, -10, -11, 1, -10, -10, 2, -11, 3, -10, -10, -11, 3, -11, 3~
## $ fh03 [3m[38;5;246m<dbl>[39m[23m -10, -11, -11, 5, 4, 5, 4, 5, 3, 3, -10, -11, 4, -10, -10, 2, -11, 4, -10, -10, -11, 4, -11, 5~
## $ fh04 [3m[38;5;246m<dbl>[39m[23m -10, -11, -11, 1, 1, 3, 4, 1, 1, 1, -10, -11, 1, -10, -10, 2, -11, 2, -10, -10, -11, 1, -11, 1~
## $ fh05 [3m[38;5;246m<dbl>[39m[23m -10, -11, -11, 5, 3, 3, 2, 1, 3, 3, -10, -11, 2, -10, -10, 3, -11, 3, -10, -10, -11, 5, -11, 1~
## $ fh06 [3m[38;5;246m<dbl>[39m[23m -10, -11, -11, 1, 3, 3, 3, 1, 2, 2, -10, -11, 1, -10, -10, 3, -11, 4, -10, -10, -11, 3, -11, 2~
## $ fh07 [3m[38;5;246m<dbl>[39m[23m -10, -11, -11, 2, 2, 4, 3, 1, 2, 2, -10, -11, 1, -10, -10, 4, -11, 2, -10, -10, -11, 3, -11, 2~
## $ fh08 [3m[38;5;246m<dbl>[39m[23m -10, -11, -11, 4, 3, 3, 2, 3, 3, 3, -10, -11, 2, -10, -10, 2, -11, 3, -10, -10, -11, 4, -11, 1~
## $ fh09 [3m[38;5;246m<dbl>[39m[23m -10, -11, -11, -10, -10, -10, 3, -10, -10, -50, -10, -11, -10, -10, -10, -10, -11, 3, -10, -10~
## $ fh10 [3m[38;5;246m<dbl>[39m[23m -10, -11, -11, -10, -10, -10, 3, -10, -10, 2, -10, -11, -10, -10, -10, -10, -11, 2, -10, -10, ~
## $ fh11 [3m[38;5;246m<dbl>[39m[23m -10, -11, -11, -10, -10, -10, -50, -10, -10, 2, -10, -11, -10, -10, -10, -10, -11, 2, -10, -10~
## $ di01b [3m[38;5;246m<dbl>[39m[23m -15, -15, -15, -15, -15, -7, 5000, -15, 1900, -15, -7, -15, -15, -15, -15, -15, -15, -15, -15,~
## $ di02b [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, 15, 19, 12, -10, 20, -10, -7, 3, 19, 19, -10, -10, 15, 19, 20, -10, -10, -10, -~
## $ di05 [3m[38;5;246m<dbl>[39m[23m -15, -15, -15, -15, -15, -7, 5000, -15, 1900, -15, -7, -15, -15, -15, -15, -15, -15, -15, -15,~
## $ di06 [3m[38;5;246m<dbl>[39m[23m 10, 19, -7, 15, 19, 12, -10, 20, -10, -7, 3, 19, 19, 14, 16, 15, 19, 20, 16, -10, -10, -10, 17~
## $ hhincc [3m[38;5;246m<dbl>[39m[23m 10, 19, -7, 15, 19, 12, 23, 20, 14, -7, 3, 19, 19, 14, 16, 15, 19, 20, 16, 16, 21, 24, 17, 11,~
## $ dk05 [3m[38;5;246m<dbl>[39m[23m 2, 2, 1, -9, 1, 2, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 2, 1, 2, 2, 2, 2, 2, 1, 2, 2, -9, 2, 1, 1,~
## $ dk06 [3m[38;5;246m<dbl>[39m[23m -10, -10, 2, -10, 4, -10, -10, 1, 3, -10, 3, 1, 2, -10, -10, 1, 2, -10, 2, -10, -10, -10, -10,~
## $ kh1sex [3m[38;5;246m<dbl>[39m[23m -10, -10, 2, -10, 1, -10, -10, 1, 1, -10, 2, 1, 2, -10, -10, 1, 2, -10, 2, -10, -10, -10, -10,~
## $ kh1yborn [3m[38;5;246m<dbl>[39m[23m -10, -10, 1954, -10, 1978, -10, -10, 1989, 1975, -10, 1998, 1960, 1985, -10, -10, 1996, 1993, ~
## $ kh1age [3m[38;5;246m<dbl>[39m[23m -10, -10, 66, -10, 42, -10, -10, 31, 45, -10, 22, 60, 36, -10, -10, 24, 27, -10, 17, -10, -10,~
## $ kh2sex [3m[38;5;246m<dbl>[39m[23m -10, -10, 1, -10, 1, -10, -10, -10, 1, -10, 1, -10, 1, -10, -10, -10, 2, -10, 2, -10, -10, -10~
## $ kh2yborn [3m[38;5;246m<dbl>[39m[23m -10, -10, 1964, -10, 1980, -10, -10, -10, 1979, -10, 1999, -10, 1990, -10, -10, -10, 1996, -10~
## $ kh2age [3m[38;5;246m<dbl>[39m[23m -10, -10, 56, -10, 40, -10, -10, -10, 41, -10, 21, -10, 31, -10, -10, -10, 24, -10, 13, -10, -~
## $ kh3sex [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 2, -10, -10, -10, 2, -10, 1, -10, -10, -10, -10, -10, -10, -10, -10, -10, ~
## $ kh3yborn [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 1983, -10, -10, -10, 1984, -10, 1999, -10, -10, -10, -10, -10, -10, -10, -~
## $ kh3age [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 37, -10, -10, -10, 36, -10, 21, -10, -10, -10, -10, -10, -10, -10, -10, -1~
## $ kh4sex [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 1, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -~
## $ kh4yborn [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 1985, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10~
## $ kh4age [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, 35, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, ~
## $ kh5sex [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ kh5yborn [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ kh5age [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ kh6sex [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ kh6yborn [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ kh6age [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ kh7sex [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ kh7yborn [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ kh7age [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ kh8sex [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ kh8yborn [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ kh8age [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10, -10,~
## $ aq01 [3m[38;5;246m<dbl>[39m[23m 4, 7, 8, 7, 7, 4, 4, 7, 5, 7, 6, -9, 7, 4, 3, 7, 7, 7, 4, 4, 7, 7, 4, 7, 3, 4, 4, 7, 4, 7, 7, ~
## $ xh03 [3m[38;5;246m<dbl>[39m[23m 2, 1, 2, 2, 2, 1, 2, 2, 2, 2, 2, 1, 2, 1, 1, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 2, 1, 2~
## $ gs01 [3m[38;5;246m<dbl>[39m[23m 4, 3, 3, 3, 4, 1, 1, 4, 3, 4, 4, 3, 4, 4, 1, 1, 4, 1, 3, 1, 2, 4, 4, 3, 3, 2, 2, 3, 3, 4, 3, 3~
## $ gd01 [3m[38;5;246m<dbl>[39m[23m -11, 9000, 2011, -11, -11, -11, 2012, -11, 1975, -11, -11, 1962, -11, -11, -11, 9000, 2014, 20~
## $ gd02 [3m[38;5;246m<dbl>[39m[23m -32, 53, 10, -32, -32, -32, 9, -32, 46, -32, -32, 59, -32, -32, -32, 58, 7, 11, 9, 2, 36, -32,~
## $ dg13 [3m[38;5;246m<dbl>[39m[23m -11, -10, 5, -11, -11, -11, 6, -11, 1, -11, -11, 5, -11, -11, -11, -10, 1, 1, 1, 5, 1, -11, -1~
## $ dg08 [3m[38;5;246m<dbl>[39m[23m -11, 1, 2, -11, -11, -11, 1, -11, -10, -11, -11, -10, -11, -11, -11, 2, 1, 1, 1, 2, 2, -11, -1~
## $ dg09 [3m[38;5;246m<dbl>[39m[23m -11, -10, -10, -11, -11, -11, -10, -11, 2, -11, -11, 1, -11, -11, -11, -10, -10, -10, -10, -10~
## $ dg11 [3m[38;5;246m<dbl>[39m[23m -11, 1, 2, -11, -11, -11, 1, -11, 2, -11, -11, 1, -11, -11, -11, 1, 2, 2, 1, 2, 2, -11, 1, 2, ~
## $ cf01 [3m[38;5;246m<dbl>[39m[23m -11, 2, 2, -11, -11, -11, -11, -11, -11, -11, -11, 1, -11, -11, -11, -11, 2, -11, -11, -11, 1,~
## $ cf04 [3m[38;5;246m<dbl>[39m[23m 3, -11, -11, 2, -8, 1, 2, 4, 2, 1, 2, -11, 3, 1, 1, 2, -11, 1, 2, 1, -11, 1, -11, 2, -11, 1, -~
## $ cf05 [3m[38;5;246m<dbl>[39m[23m 4, 1, 1, 1, 1, 1, 3, 3, 2, 1, 4, 3, 3, 1, 3, 2, 2, 4, 2, 1, 2, 1, 3, 1, 2, 1, 1, -8, 1, 2, 1, ~
## $ cf06 [3m[38;5;246m<dbl>[39m[23m 3, 1, 2, 1, 2, 1, 2, 4, 3, 2, 4, 2, 3, 1, 4, 1, 2, 3, 1, 2, 3, 2, 1, 2, 1, 2, 2, -8, 1, 3, 1, ~
## $ cf07 [3m[38;5;246m<dbl>[39m[23m 4, 1, 2, 2, 2, 1, 3, 4, 2, 2, 4, 2, 3, 1, 4, 2, 3, 4, 1, 1, 2, 1, 3, 2, 2, 1, 1, -8, 2, 2, 1, ~
## $ cf08 [3m[38;5;246m<dbl>[39m[23m 4, 1, 1, 1, 2, 1, 4, 3, 1, 1, 4, 3, 2, 1, 3, 2, 1, 3, 1, 1, 1, 1, 4, 1, 1, 1, 1, -8, 1, 1, 1, ~
## $ cf09 [3m[38;5;246m<dbl>[39m[23m 4, 1, 1, 1, 1, 1, 3, 2, 3, 1, 4, 3, 2, 1, 3, 1, 4, 4, 2, 1, 1, 1, 3, 2, 3, 1, 2, -8, 2, 2, 1, ~
## $ cf10 [3m[38;5;246m<dbl>[39m[23m 4, 2, 2, 2, 3, 2, 4, 3, 4, 2, 3, 2, 2, 3, 3, 1, 4, 3, 2, 2, 3, 1, 3, 2, 2, 2, 2, -8, 3, 3, 2, ~
## $ cf11 [3m[38;5;246m<dbl>[39m[23m 4, 3, 4, -8, 3, 2, 3, 4, 4, 4, 4, 2, 3, 1, 4, 2, 4, 4, 2, 2, 4, 2, 4, 4, 3, 2, 3, -8, 3, 3, 2,~
## $ pn12 [3m[38;5;246m<dbl>[39m[23m 3, 1, 3, 2, 2, 2, 2, 4, 1, 3, 3, 2, 2, 3, 2, 2, 2, 3, 2, 2, 2, 3, 3, 1, 2, 2, 2, -8, 2, 2, 2, ~
## $ pn16 [3m[38;5;246m<dbl>[39m[23m 2, 1, 2, 2, 2, 2, 3, 3, 2, 3, 3, 1, 3, 3, 2, 2, 2, 3, 2, 1, 1, 3, 2, 1, 2, 1, 2, -8, 2, 3, 1, ~
## $ pn17 [3m[38;5;246m<dbl>[39m[23m 2, 1, 4, 2, 3, 2, 2, 3, 3, 4, 3, 2, 3, 3, 2, 3, 3, 3, 2, 2, 3, 2, 2, 3, 3, 1, 2, -8, 3, 4, 1, ~
## $ mp16 [3m[38;5;246m<dbl>[39m[23m 3, -11, -11, 3, 2, 4, 3, 2, 1, 3, 3, -11, 2, 2, 3, 2, -11, 2, 3, 2, -11, 2, -11, 3, -11, 4, -1~
## $ mp17 [3m[38;5;246m<dbl>[39m[23m 3, -11, -11, 3, 2, 2, 3, 2, 1, 2, 3, -11, 2, 1, 4, 2, -11, 3, 2, 2, -11, 2, -11, 2, -11, 4, -1~
## $ mp18 [3m[38;5;246m<dbl>[39m[23m 4, -11, -11, 4, 2, 4, 4, 2, 2, 2, 3, -11, 4, 3, 5, 3, -11, 3, 2, 2, -11, 3, -11, 3, -11, 5, -1~
## $ mp19 [3m[38;5;246m<dbl>[39m[23m 4, -11, -11, 4, 3, 4, 4, 2, 2, 3, 3, -11, 3, 3, 3, 3, -11, 4, 3, 3, -11, 2, -11, 3, -11, 5, -1~
## $ hp01 [3m[38;5;246m<dbl>[39m[23m -11, 2, 1, -11, -11, -11, 2, -11, 1, -11, -11, 3, -11, -11, -11, 2, 2, 1, 2, 2, 2, -11, 2, 2, ~
## $ hp02 [3m[38;5;246m<dbl>[39m[23m -11, 1, 1, -11, -11, -11, 3, -11, 1, -11, -11, 2, -11, -11, -11, 3, 2, 1, 2, 2, 2, -11, 2, 2, ~
## $ hp03 [3m[38;5;246m<dbl>[39m[23m -11, 1, 2, -11, -11, -11, 2, -11, 3, -11, -11, 3, -11, -11, -11, 4, 2, 3, 2, 1, 1, -11, 2, 2, ~
## $ hp04 [3m[38;5;246m<dbl>[39m[23m -11, 1, 1, -11, -11, -11, 1, -11, 1, -11, -11, 2, -11, -11, -11, 2, 2, 1, 2, 1, 1, -11, 1, 1, ~
## $ hp05 [3m[38;5;246m<dbl>[39m[23m -11, 1, 2, -11, -11, -11, 2, -11, 1, -11, -11, 4, -11, -11, -11, 2, 1, 1, 2, 1, 1, -11, 1, 1, ~
## $ hp06 [3m[38;5;246m<dbl>[39m[23m -11, 1, 2, -11, -11, -11, 2, -11, 1, -11, -11, 2, -11, -11, -11, 3, 1, 1, 1, 1, 1, -11, 2, 1, ~
## $ hp07 [3m[38;5;246m<dbl>[39m[23m -11, 1, 2, -11, -11, -11, 3, -11, 2, -11, -11, 3, -11, -11, -11, 3, 1, 2, 3, 2, 2, -11, 1, 3, ~
## $ hp08 [3m[38;5;246m<dbl>[39m[23m -11, 3, 2, -11, -11, -11, 3, -11, 1, -11, -11, 3, -11, -11, -11, 2, 1, 1, 2, 1, 1, -11, 1, 2, ~
## $ sm01 [3m[38;5;246m<dbl>[39m[23m 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 1, -9, 2, 2, 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 1, -9, 2, 2, 2,~
## $ sm02 [3m[38;5;246m<dbl>[39m[23m 2, 2, 2, -10, 2, 2, 2, -9, 1, 1, -8, 1, -10, -10, -9, 2, 1, 2, 2, 2, 2, -10, 2, 1, 2, 2, -10, ~
## $ sm03 [3m[38;5;246m<dbl>[39m[23m 2, 2, 2, 2, 2, 1, 2, 2, 2, 2, 2, 2, 2, -9, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, ~
## $ pv01 [3m[38;5;246m<dbl>[39m[23m 3, 1, 1, 6, -8, 1, 4, 2, 6, -8, 1, -7, -8, 3, 6, -7, 2, 4, 4, 4, 1, 4, -8, 2, 42, 4, 1, 1, 42,~
## $ ls01 [3m[38;5;246m<dbl>[39m[23m 8, 10, 9, 9, 8, 8, 7, 5, 5, 9, 6, 7, 7, 8, 6, 5, 7, 7, 7, 6, 4, 9, 3, 8, 3, 7, 7, 8, 7, 7, 9, ~
## $ xs14 [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 1, 2, -15, -15, 1, -15, 1, -15, 2, 3, 3, 1, 1, 1, 1, 1, -15, -15, -15, 1, -15, 1, 1, ~
## $ xs01 [3m[38;5;246m<dbl>[39m[23m 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1~
## $ xs02 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0~
## $ xs03 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ xs04 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ xs05 [3m[38;5;246m<dbl>[39m[23m 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0~
## $ xs06 [3m[38;5;246m<dbl>[39m[23m -10, -10, -10, -10, -10, -10, 2, -10, -10, -10, -10, 2, -10, 2, -10, -10, -10, -10, -10, -10, ~
## $ xs11 [3m[38;5;246m<dbl>[39m[23m 22, 81, 121, 101, 59, 112, 84, 119, 29, 54, 63, 55, 136, 95, 39, 102, 93, 84, 121, 52, 72, 151~
## $ xt01 [3m[38;5;246m<dbl>[39m[23m 18, 13, 11, 10, 13, 11, 10, 14, 30, 9, 17, 18, -9, 9, 10, 10, 21, 10, 10, 12, 12, 4, 23, 23, 9~
## $ xt02 [3m[38;5;246m<dbl>[39m[23m 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, -9, 6, 6, 6, 6, 6, 6, 6, 6, 7, 6, 6, 6, -9, 6, 7, 6, 7, 6,~
## $ xt03 [3m[38;5;246m<dbl>[39m[23m 20210618, 20210613, 20210611, 20210610, 20210613, 20210611, 20210610, 20210614, 20210630, 2021~
## $ xt04 [3m[38;5;246m<dbl>[39m[23m 14, 15, 14, 9, 13, 19, 20, 12, 12, 18, 18, 12, -9, 22, 14, 14, 10, 14, 17, 11, 15, 8, 7, 11, 1~
## $ xt05 [3m[38;5;246m<dbl>[39m[23m 25, 50, 15, 55, 30, 33, 53, 0, 38, 15, 58, 0, -9, 2, 10, 5, 0, 0, 0, 4, 36, 25, 50, 15, 45, -9~
## $ xt06 [3m[38;5;246m<dbl>[39m[23m 14.25, 15.50, 14.15, 9.55, 13.30, 19.33, 20.53, 12.00, 12.38, 18.15, 18.58, 12.00, -32.00, 22.~
## $ xt12 [3m[38;5;246m<dbl>[39m[23m 18, 13, 11, 10, 13, 11, 10, 14, 30, 9, 17, 25, 11, 17, 10, 10, 21, 10, 10, 12, 12, 4, 23, 23, ~
## $ xt13 [3m[38;5;246m<dbl>[39m[23m 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 7, 6, 6, 6, 6, 6, 6, 6, 6, 7, 6, 6, 6, 6, 6, 7, 6, 7, 6, 7~
## $ xt14 [3m[38;5;246m<dbl>[39m[23m 20210618, 20210613, 20210611, 20210610, 20210613, 20210611, 20210610, 20210614, 20210630, 2021~
## $ xt07 [3m[38;5;246m<dbl>[39m[23m 15, 17, 15, 23, 14, 20, 21, 12, 13, 19, 20, 12, 18, 21, 14, 15, 11, 14, 17, 11, 16, 9, 8, 12, ~
## $ xt08 [3m[38;5;246m<dbl>[39m[23m 0, 4, 30, 10, 35, 29, 35, 36, 49, 2, 47, 0, 0, 44, 35, 8, 30, 12, 25, 44, 10, 12, 30, 15, 2, 5~
## $ xt09 [3m[38;5;246m<dbl>[39m[23m 15.00, 17.04, 15.30, 23.10, 14.35, 20.29, 21.35, 12.36, 13.49, 19.02, 20.47, 12.00, 18.00, 21.~
## $ xt10 [3m[38;5;246m<dbl>[39m[23m 35, 74, 75, 795, 65, 56, 42, 36, 71, 47, 109, 10080, -32, 11502, 25, 63, 90, 12, 25, 40, 34, 4~
## $ xt10c [3m[38;5;246m<dbl>[39m[23m 1, 3, 4, 5, 3, 2, 2, 1, 3, 2, 5, 6, -32, 6, 1, 3, 4, 1, 1, 2, 1, 2, 2, 3, 4, -32, 2, 4, 1, -32~
## $ land [3m[38;5;246m<dbl>[39m[23m 80, 50, 10, 160, 50, 90, 50, 70, 160, 60, 90, 120, 140, 60, 90, 50, 70, 50, 10, 60, 80, 90, 16~
## $ bik [3m[38;5;246m<dbl>[39m[23m 3, 3, 4, 2, 7, 8, 10, 4, 3, 4, 9, 10, -34, 3, 10, 8, 1, 10, 4, 10, 10, 7, 3, 2, 9, 10, 10, 4, ~
## $ gkpol [3m[38;5;246m<dbl>[39m[23m 3, 3, 3, 2, 3, 6, 7, 1, 3, 3, 2, 4, -34, 3, 7, 6, 1, 7, 3, 7, 6, 3, 3, 2, 4, 4, 4, 3, 3, 1, 4,~
## $ wghtpew [3m[38;5;246m<dbl>[39m[23m 1.2471753, 1.2471753, 1.2471753, 0.5066198, 1.2471753, 1.2471753, 1.2471753, 1.2471753, 0.5066~
## $ wghtht [3m[38;5;246m<dbl>[39m[23m 1.6857509, 1.6857509, 1.6857509, 0.8019616, 0.5619170, 0.8428755, 0.8428755, 0.8428755, 0.8019~
## $ wghthew [3m[38;5;246m<dbl>[39m[23m 1.2358977, 1.2358977, 1.2358977, 0.5295698, 1.2358977, 1.2358977, 1.2358977, 1.2358977, 0.5295~
## $ wghthtew [3m[38;5;246m<dbl>[39m[23m 2.0834156, 2.0834156, 2.0834156, 0.4246947, 0.6944719, 1.0417078, 1.0417078, 1.0417078, 0.4246~
base R, create a new object called allbus_institut_trust that contains all variables that assess how much people trust institutions (e.g., European Commission, Bundestag, police). To find the required variable names, you can check the codebook (search for “trust”) or have a look at the clue for this task.
pt01, and the last one is pt20. They appear consecutively in the data set. Remember that there are two options for selecting columns in base R: One is subsetting using [ ], the other is the subset() function.
# Option 1
allbus_institut_trust <- allbus_2021[, c("pt01",
"pt02",
"pt03",
"pt04",
"pt06",
"pt07",
"pt08",
"pt09",
"pt10",
"pt11",
"pt12",
"pt14",
"pt15",
"pt19",
"pt20")]
# Option 2
allbus_institut_trust <- subset(allbus_2021, TRUE, select = c(pt01:pt20))
dplyr package to create a new object named allbus_2021_info that only contains the (binary) variables that asked about the use of different devices for the individual Internet consumption. Again, you can consult the code book to find the right variable names (search for “Internet”) or have a look at the clue for this task, instead.
lm27, and the last one is lm34. They appear consecutively in the data set.
allbus_2021_info <- allbus_2021 %>%
select(lm27:lm34)
tidyverse package dplyr, select only the character variables from the allbus_2021 data set and assign them to an object named allbus_char.
where() for this task.
allbus_2021_char <-allbus_2021 %>%
select(where(is.character))
After creating subsets of variables, let’s now rename those variables using dplyr functions again for the allbus_2021_info object in one step. First, rename the variables lm27 to internet_use_pc, lm28 to internet_use_laptop, and lm29 to internet_use_tablet. Then rename the variables lm30 lm31 lm32 lm33 , and lm34 to internet_use_smartphone, internet_use_TV, internet_use_playstation, internet_use_ebook, and internet_use_other, respectively, using a function from dplyr.
select() command.
allbus_2021_info <- allbus_2021 %>%
select(internet_use_pc = lm27,
internet_use_laptop = lm28,
internet_use_tablet = lm29,
internet_use_smartphone = lm30,
internet_use_TV = lm31,
internet_use_playstation = lm32,
internet_use_ebook = lm33,
internet_use_other = lm34)
As the final task in this set of exercises, do the previous selection and renaming procedure in base R. That is, first rename the variables lm27 to internet_use_pc, lm28 to internet_use_laptop, and lm29 to internet_use_tablet with base R.
Then, rename the variables lm30 lm31 lm32 lm33 , and lm34 to internet_use_smartphone, internet_use_TV, internet_use_playstation, internet_use_ebook, and internet_use_other, respectively, using a function from dplyr.
dplyr function for renaming the variables, assign the result to the same object name as before (i.e., overwrite the internet_use_pc object).
<div class="panel-group"><div class = "panel" style = "background-color:rgba(255, 249, 220, 1); border:2px solid rgba(255, 236, 139, 1);"><div class="panel-heading" style="background-color:rgba(255, 236, 139, 1); color:rgba(0, 0, 0, 1)!important;"><h4 class="panel-title"><i class="fa fa-search"></i><a class = "collapsed" style="color: rgba(0, 0, 0, 1);" data-toggle="collapse" href="#unnamed-chunk-13">Clues</a></h4></div><div id="unnamed-chunk-13" class="panel-collapse collapse"><div class="panel-body" style = "color:rgba(0, 0, 0, 1)!important;">The `base R` function we need here is `colnames()`, and the `dplyr` function is `rename()`. Remember that the correct syntax the `rename()` function is `new_name = old_name`.</div></div></div></div>
<div class="panel-group"><div class = "panel" style = "background-color:rgba(172, 255, 175, 0.3); border:2px solid rgba(172, 255, 175, 1);"><div class="panel-heading" style="background-color:rgba(172, 255, 175, 1); color:rgba(69, 102, 70, 1)!important;"><h4 class="panel-title"><a class = "" style="color: rgba(69, 102, 70, 1);" data-toggle="collapse" href="#sixth-exercise">solution</a></h4></div><div id="sixth-exercise" class="panel-collapse collapse in"><div class="panel-body" style = "color:rgba(0, 0, 0, 1)!important;">
```r
colnames(allbus_2021)[colnames(allbus_2021) == "lm27"] <- "internet_use_pc"
colnames(allbus_2021)[colnames(allbus_2021) == "lm28"] <- "internet_use_laptop"
colnames(allbus_2021)[colnames(allbus_2021) == "lm29"] <- "internet_use_tablet"
# tidyverse (dplyr)
allbus_2021_info <- allbus_2021 %>%
rename(internet_use_smartphone = lm30,
internet_use_TV = lm31,
internet_use_playstation = lm32,
internet_use_ebook = lm33,
internet_use_other = lm34)